{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is a tutorial for performing data integration across large scale studies, using a subset of data from the COVID single-cell sequencing data published by <a href=\"https://www.nature.com/articles/s41591-021-01329-2\">Haniffa et al</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scanpy as sc\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "\n",
    "import time\n",
    "\n",
    "\n",
    "# Plotting \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load COVID patient anndatas\n",
    "\n",
    "These are anndatas corresponding to single cell measurements for 20 patients - 10 COVID/Critical and 10 Healthy. SEACells have been pre-computed for these datasets and can be accessed at `.obs['SEACell']`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !mkdir data/  \n",
    "# !wget https://dp-lab-data-public.s3.amazonaws.com/SEACells/covid_pbmcs.h5ad -O data/covid_pbmcs.h5ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MH8919226',\n",
       " 'MH8919282',\n",
       " 'BGCV13_CV0934',\n",
       " 'MH8919333',\n",
       " 'BGCV04_CV0911',\n",
       " 'MH8919332',\n",
       " 'BGCV14_CV0940',\n",
       " 'newcastle74',\n",
       " 'BGCV01_CV0902',\n",
       " 'BGCV12_CV0926',\n",
       " 'BGCV08_CV0201',\n",
       " 'BGCV09_CV0279',\n",
       " 'MH8919328',\n",
       " 'MH8919329',\n",
       " 'BGCV11_CV0180',\n",
       " 'BGCV06_CV0201',\n",
       " 'newcastle004v2',\n",
       " 'MH9143277',\n",
       " 'newcastle21',\n",
       " 'AP2']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in anndata file containing single cells from 6 different patients\n",
    "covid_pbmcs = sc.read('data/covid_pbmcs.h5ad')\n",
    "\n",
    "# List the samples present\n",
    "list(covid_pbmcs.obs['sample'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sample</th>\n",
       "      <th>Status_on_day_collection_summary</th>\n",
       "      <th>SEACell</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>covid_index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACCTGCAAGAAGAG-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>CGGACACTCTGCAGTA-MH8919226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AACTCAGAGACAGACC-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>CGGACACTCTGCAGTA-MH8919226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAGCCGCAGTTAAGTG-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>CGGACACTCTGCAGTA-MH8919226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAGGAGCTCTCCAGGG-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>CGGACACTCTGCAGTA-MH8919226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAGGTTCAGATCTGCT-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>CGGACACTCTGCAGTA-MH8919226</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               sample Status_on_day_collection_summary  \\\n",
       "covid_index                                                              \n",
       "AAACCTGCAAGAAGAG-MH8919226  MH8919226                          Healthy   \n",
       "AACTCAGAGACAGACC-MH8919226  MH8919226                          Healthy   \n",
       "AAGCCGCAGTTAAGTG-MH8919226  MH8919226                          Healthy   \n",
       "AAGGAGCTCTCCAGGG-MH8919226  MH8919226                          Healthy   \n",
       "AAGGTTCAGATCTGCT-MH8919226  MH8919226                          Healthy   \n",
       "\n",
       "                                               SEACell  \n",
       "covid_index                                             \n",
       "AAACCTGCAAGAAGAG-MH8919226  CGGACACTCTGCAGTA-MH8919226  \n",
       "AACTCAGAGACAGACC-MH8919226  CGGACACTCTGCAGTA-MH8919226  \n",
       "AAGCCGCAGTTAAGTG-MH8919226  CGGACACTCTGCAGTA-MH8919226  \n",
       "AAGGAGCTCTCCAGGG-MH8919226  CGGACACTCTGCAGTA-MH8919226  \n",
       "AAGGTTCAGATCTGCT-MH8919226  CGGACACTCTGCAGTA-MH8919226  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid_pbmcs.obs[['sample','Status_on_day_collection_summary','SEACell']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization of Multiple Samples is Time Consuming with Single Cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2492: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n",
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py:1637: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_single_block(indexer, value, name)\n",
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2492: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "175.00490713119507\n"
     ]
    }
   ],
   "source": [
    "# s = time.time()\n",
    "\n",
    "# covid_pbmcs.X = covid_pbmcs.layers['raw']\n",
    "# sc.pp.normalize_total(covid_pbmcs)\n",
    "# sc.pp.log1p(covid_pbmcs)\n",
    "# sc.pp.highly_variable_genes(covid_pbmcs, batch_key='sample', n_top_genes=2500, inplace=True)\n",
    "\n",
    "# sc.tl.pca(covid_pbmcs, use_highly_variable=True)\n",
    "# sc.pp.neighbors(covid_pbmcs, use_rep='X_pca')\n",
    "# sc.tl.umap(covid_pbmcs)\n",
    "\n",
    "# print(time.time()-s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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iqq3jd4FHga8Dj9Z/v5j8BvCwlPJe4O767ychhFCFELcD6+v1Ox+3AJOWCL7MuUt5Qh+u/34xqQJfpN53hRDXAwHgh8+hrM8Da4QQm+p9/hagF/MlEUx9dq6rgwL0CiGCXBhPVcaWp9nnFuDIU20UQmzGtB4fqyetBtqAmBDihBAiIYS4TwjxdMe4pLCEsIXFObjdbn72s3vYtes+stksi4uzpFJJdF0HzEUzAAqFAvl8Hk1RcDqdKIqCvT7GoqoqoKPU9ykWC5TLWapVnVS5isvtolbzoFdKJOcXiQU60KoqlfQiTU1VckeOsDm0mYI7TK2xgde/5lVkljJkMhnSg3N4CusozktGS2foiHTR6K2wZ7+fxKDG+OAckekW9HSCsw/9iMjGd1CeeIRAU5xEeQnVG8AwdJz+ZiLd15NfPEPy9F4ys2P4GlpwBSJgGDj9IexO98W4BBYvMnVL8EeAGOaQaQz4SD39BUcI0QC8BVNEUP++oz78u8w7hBApTD/GT2H6If77ecq6DvgLnjxEbXE5YVqCn9SH6+kvJp8H3lL3Df4gpuuCfk6eTiFEauWHJ49+jAA/xbScVjAF8B9KKU/Wt9+DKXrfJ4Rw1AXou+vbAhdY1+8BtwkhXiuEsAshbgLe8FT7CyF+H7iGJ1qJV25vBv4b+KSU8mw9uaH+/Tbg9UAH8DDwYyFE+ALreVGxhLCFxQoSiQR79+4lk0lSLuvkEkmKxRqGAZWKafG12x/3KOrv78dms1Gr1TAMg9aWDhQgoCsE/SE0TGHtcBSJRlvx+/24XT5C/hKp5BjtsRBB2zhadYz1W7YRDSU5fmicqidKsmmWLW0dtDl1Dh35NmvSMzQbe2jxVbEpYdTGTfjjgtqZIRytXjY3zxNf3QGuErPOBCVvhVogguJ30dj1ekr+NLF1ndSaV1EJKiyc/iHBth7atryOYMsGOnfcgtMbIDs7RuPaHRfnAli8VPTzZNc4G6Yf4IvBr2NOhPt6/ff3gXnMYeVlviKlDEspY1LKDVLKT51bSH0I+HuYE5aeixXO4pXDS92HAZBSTgD3Y04gex3n94Udr/flxz7Aa8/J8xngakyLqgPYDvyBEOK99eMMYgrL9wBzmC+Pn8MU3ckLrOsu4NcwXxzngT/FFO4L5+YVQvwe8LvAzVLK8fNsbwN+jjma85EVm7L17/8npRyUUpYwJ+f5gKsupJ4XG8tH2MICqNVqTExMMDIyYro7VFQMw0DRjCfcJQ4HuN0eNE1DVQsMDg4CYLMpNDUFUFQVm11FDbgwDIXe3kaKRY1cTqFaLdBui5L3nGJTi4ugPUB56GEcvdspLp4hlVwgk8/Q7mpjKlIjFF0DpX+kIbIdz4xEu2YbZ2fytOcqTJYPsLU3yN7JMt6Ql8KeKbw9reTnagRraaJdTSjeBHa1zPjJPXRuSVIaamdo9ACruvwoe/bQ9Oo7GTn1CO6KjisQJRQQJBIJ/C7PRboKFi8hg0DtnDQNGHqhDySEUDAFrwcYFkIsbwpj+lv+2QWW82rgq8C7pZTfeqHrafGy4yXrw+fhs8CPgG9KKWeEEN3PoYztwOellMv1PSqE+A6m+P0iQN2N6N7lHYQQnwL2SikvONC7lPIrwFdWlPFNTCHPirS7gPcCN0gp5bllCCF6Ma3X35RS/v65hwAKmNFeljHO+X1JYwlhCwtA0zSmp6eZmJgAzHjBXq+XvJ4E3bxNwmFIpcDlMohEImSzNdrbwe9vZnGxSD5fxGUkaWz0YysWUENuFuemGVgfwOcLMDiYIJPLsbXnNsYnUxSc0NDezGImzebVb2Go8FPCXTYKP3+A+OYbWDj1KOmDXliTQ9W3Es2vx59/lJQSJhpOs3TKy8bWMiOZItGuGEP5Gi2FJWjuZ+HYfRh93ficATzJgxQP+InEC7gbXNiGZ1BDawh0JDF0hcJMjNSuA7jDDUQ6V1PLp8lMDRNse7FHGC0uFm1TE8NTbR0fx7Ts2DAFxMdfpAlzt2Na6a7liSKlETiAOaHnaRFC/CLwJeCXpJQ/ehHqaPFy4y5jmLuUJ/Xhl2DCHJhuC7dhisDnyi7gnUKI70kpx4QQ6zDdFv5tOYMQYgemv66tvu19mFbo5e02TGuys/572ZetIqXU6xPZtmG6X3gwXStuA65YUcYngV8ErpdSPuncCSEGMEXwl6SUf3rudillqT7B7kNCiJ9ihpL7CGa4t0ee/Wl56bGEsIUF4HA4KBQKtLcHSSQy+HwhisUiLlcAu92OopRRVQ+RiEK5WCKZXMLh8FAo2MiklnB5ilyzqYUjxyROT4hANIqh2/C39dCuOFlMPYRXEVRKNTKFI5TTizT3xAn5xkgnd3LwxL1EA63kj6cpeENsPbuHRPtqBm69GW33MDObD9Dnu5OZo7uYatXQC83MamUGAhMUtGY8Ni+bO0+QOlAlXyvT2tPOZHaR6PoxEoVVBNMx0moDMnGUVTvKBBMGj/zoQa7oW09OSdJ39Y1UvX7sdjv2UAx3KHaxL4nFi0zb1MSnpto6vo0pUodexKgRvwH8WEr58Dnps0KIr2H6WY49QxmfxBxq/foKizLAq+vDvxaXI3cZn+Iu5bE+/BKJ4OXIJvc9z2L+APhL4CEhRAQzrOA3gI+tyPMnmCHN7MBh4A1Syp+v2P4u4F9W/C7Wv2/CdGOwYYZXE5iT5HZjWn1Pw2Mh2n4X00f56Mp7qx7KEOB/YU6G+7AQ4sMrjvUxKeVyXX8P+Gtgf/2YB4A7pJTpCz0ZFxPFMF5867UQwjiPtd3C4pLh7NmzpFIpdF1nbm6KbLaIqqpoWg1drxAOx9H1DC1hyFc19Cq47Q2UbS6qC3MowTxRp4vUkgu0NLjsFBQXzXlJzbOFls40Y2NnyBlX0pLXSFfGcMSa8TuDLGTHWZ0IM6JM0jtro+xdwvBHmGkuoR9cwOaJUmsZoDOaxZkvk9KnqE6EyfYINO0Bipl2Vm3tIjU5SDCWof309Rw1jqGEDaINi1QKXmYGc/S1uxk6NkdLNEtVj5HevIbyeJa+7kUUe4yGre8lGo1e7EthsQIhBOcLkm9hYWFh8cJgTZazsABaWloAmJubw+cL4fP5iETA6dRYu9YBgMMRYc2W1+APraFcCNG7fgut8QbSmkabZx3pdJnWjna62h20ZkL0qg6MaCPpxQRGaQ2dnjuJVxWU1pMEgzFspUUilcOEUkX0th/Qn1pgbouNscYGUk1LrF3Yxrab11NKL7LGN0ZpvojMTpE6XMAzMk5LtkJ41EXD7BT+8WkWpxexFxPcn3qArriN2OwopSMO8rMeAt2NjFb6qHVso5LZykTXKlKJAPGBRbSWKo6+N1OtVilm01QK2ac7VRYWFhYWFq8YLCFsYQG4XC4GBgbYuHEjgUAAj6dELNbPjh03sLTYhE2Bnp4eUuksTqeT0NkjJJeWmD0zRKtxGLs2imLUaIgfZj6xRCliozSXpKZU8EfHOHn0GyTyC+RmJGqlQm+zCguTZHadoVA2SJ+6krkdGcpHSsRCI4TsXYzs/wyjE/fQEsgy+PBRhmZmUcf2Uo6HKL8rzZhymEzAwVJTkPnheRqKYcbOdOGyhXh43sbRcIhSxzyO44O0nklgpA7S4cgSXFfGYSvSODFCesaLPLUFG5/hyMO7mZAnMPTTF/tyWFhYWFhYvCRYQtjCAtNHuFgskkql6gtlNDAwMMD44CC+agXR10tLS5FJeRC/10frL7wWTR8jHPcTa3gDvtBGHFqOKWln60Aj/kaDsjdAdQr0+QS95TXkd92P5nDiPGZn4ZuPoKRKZNZcS2h0hqqrhG28TPP8CLb5InM/3IejvY1cIo5eTlNoWU98IYO91EtI8ZJ8UGDk04SdDhypKbwjWcaVEs62FOkotMweYPXpORaGw6g9CpOtQ8TsPRSyQSYzB0lnwvReeYSBXCtUh8icniDencPdOInL/3jotPmT+y7iVbGwsLCwsHhxsSbLWVjUCQaDxONxZmdnaWpqIpPJ0NTRQSAwSzDYhaIobNi5mvyJYbyKi5LhJeQsM08ZT3YQV14hOZzix0fHCdqcpFU7zlqZ3slhpl06sY7tTGRmGTZyxGJFnIkSjZWzcL2T0ydPEK0YFPs209Keo1Y5Sy0nSNXGqLm9lIxpOtb4WEhVcEZPk8qFaMk2oMehp9PPTG6CYK2AOtjAKvURyi1N6LNBthoNFGp2SmUdCioxxxiVfDvh6hTZQpBE/xEcKQ8LyTV41AUybCWZeZSw2Ebi7EErnrCFhYWFxSsayyJsYVHH7XajKAotLS0MDZ0gmRwjm82iab1MT09jlPLMTY6SLo1yZnI3nasGmJ9IkRo8TcWfoGx3Yu/MYKtlUCp5WgNhgt4Yc60D2GJNZIIGThvE7U4cnhr2De1E79jCsTPj+OMD1CYa2FMucmwpT6FzEw0dc1xxg0LUa8cbqJKem8QVKWCEg3hsdmzuCt2+SaqGjn3zNsotWwnvmMDj3kbcmUVbPMXk6gSD6Wk6Mnew5G3BWK/gd7WghlPMeq8nnY4SU9oJ52PEmvpx62PMTSZBTTwmgnXt3FCdFhYWFhYWrwwsIWxhcQ6GYeByeWlr66C1tUpbWwyv18vsUgqby0tjzwB9V7yK1GyGzo07CXjjhMNXU64a9PXditvjo7XVR+uaMxSNKcq2TlzacWLzh2mbeYCGwQTeG99No/NG5mdGcWY0qoUjFD1HuX1LipgSwXZykow3xcjDeYptPrbfpEM0RKTQiLOi4mnRsNn3c2w0ytHFHrS5aXptdmK2nQT7DGSkn9D7342ttplY+3ZGvQ8S6DjKYimJb22Ngc0lYusO0lay07FqIzZPH+MLaTKF43TudKLYamSmzUhES0PHnuGMWVhYWFhYvDyxwqdZWFwAc3MPEYls4tixMwy05ammOhg9s4/oxh1MnjhIU8SHq6oyteun2DZvRR2bwhUIULK7idQWmEydwT6ZIHTdLfQ3B1jyHkY5qZLZ/SihgfdxunGYnUovw5N3410bID3uQylUmMsliNtdZNwOVFsrrgUHs5URrr11icRkjNFEhPYWHa0YotnXyYm8wraAzsTSj/HJMrOrbqGSHaW5MkbKp0NoDdq8ghYL4/Cn8EW3UlVnsR9awv86P/Z8nkihiRm1DzXYSM/A+ot96i9rrPBpFhYWFi8ulkXYwuI8zMzMAKBVKkwMDjI172Q8PUeTN4XNWIPurdEQHKC9o4srm73MD0qKpTQN3d00dK+ltP8Bgs1tRI48QHgLBDuvZsMffJR8260czZQ4ccAgl25DnfQz0aVw9e15Ft178ZYWKR8apppz43P66FnTRGzNegLNCg2hIQgcpqcwxJnRflJaO8H1XeTHU3S35lDFXmKcYnLmYQLtfQw1NxBr7iLUXMMIvY5KMYji78ddaMVneGhqKuIaS9Gp3ICjdQOKfRN7DzeQcEfwtfbSrBaf4SxZWFhYWFi8vLGEsIXFeViOK6xUKrS43WzdcAX2OSctvTfg8geJRgLEvSXOfOeLIK6jvWstaiRO+1VvZO5bPyV6zWuYGTzF7La3ckq2UiyfZfxH36ThG59APbLEQLGJVPY06fffSnr3f5Ev9FP1n6HaF6Y8AqFUArXXwf4xjfC2RVx7iyyetNHSqOJe20U56cXfNEdzukTTxjiJXXbKpRA0J6kWm9BKWTw9AVI+F9HGjei+BJXGAeLNC6S7QmgFD27ll5mvuEg7zhJekyNx/AHWbKqSGtnL/NCPcbmqF/kqWFhYWFhYvLhYUSMsLJ4G1e9H9ZsrTWpqjQf2T3LT1V2cGD1Kn7iOU9+5H0X+P8KxGdz+7eS0JaL9fvalAlwd1DlzdpAQQxSSOeajzcTv2Erum8do6mqiOjmDUm3nyre+mcTu+3Hmr6M8Ncwj6wNsandQ3bNEQ9sZJk6GCW9ZTWjNPGOzPqp9adY//CALpVtJlc8QcrvQVtXQkrOsGvBy+p4Qw7F1RJN57MV7WPIMs9B0J51amqXRFBHnEvmKDoqfzsY2MtNQdHtYe8svombKJKZ/QHjjWuaSD9PCFVj/JiwsLCwsXqlYTzgLi6ehVq5RMwzcbgcLziC1kQlmfSrR4wYy8WWUq9zMDc0RHLQx0jNC9AE7Ja+BNn2SOZeP3Ilh2maHiUejfO8162n8l0dJ39zL4MYeCsdgU3uU2TEdPXsd+xcfplULcE2Hh85VEwy3dxA8vI54qYIROMPsI3FaRAnX7gkcr4/QmjrNgUMeDGOaWEMv2UO3UbRP47rKYLX7BOnpONGefrSeAfRqgUZ1K17bcfREL+PdFYzJNN6yTnTtFsJBN/LR++lceyVuUcWVrUC+kXK+iMsXuNiXwcLCwuKiIoT4OXAD8D4p5RdXpIeAKcAH9AA3AndJKbvP2f9G4P5ln38hhA34KPBOIApMA5+WUn5uxT7XAp8A1gE54HPAR6WURn3724HfAjYBgfPNJxBCvB64C+gHEsBfLR9DCOEC/g64GWgGksA3gD+WUhZXlPE7wG/W8ywAXwL+XEppCCEagU/Wz00MmKtv/7iUUr+AU3vRsYSwhcXTkJrJcGIyw9X+CXIPJ+gVq5j8yb2ExodosCc4M64zVHRzn8tOPr9EaGkSsegj4wjxJdWP7ZomjlcDuIMe2o49RLlxK1phkvy/5sm1V3lg7Awb4teg9lxHyl7h6pEHOTJ5M3pmHTbPKfKeNOFYhfG7awSvaGNSFvB4SwSORuha00dLrw1/+TCJ/nYCniyt7QssVv0MzTTg782T2bSd0lkfG14Np757Cn1VjIp9L21zNvpvdjG//wo8eYP06XHixVnGs/sQ172J0tgEesRH7cT9OLd4UBzrgNaLfTksXqbURcTVQKWetAj8B/Anyw9LIcQNwO8DOwE35kP7APAZKeX9K8rqBv4UuA1TQCwC+zEfxo3A14A2KeXiOXW4FngA6JdSjgghtgCfATZjPtw/KaX8uxX5/yemSNkAzJ8rbC6gzRuBPwauB/zAPPAQprC5FfgDoFNKWTtnv18G/hFolVLmhBC3Ap8CVgGTmCLl6yvyrwP+BtgOaMBXgd+TUlZW5PkQ8GGgATgE/KaU8kh9207gT+r7e4BBTJHzrWfT3suEE8AHgS+uSPsVYBRTrD4bfhN4D3CzlPJEvf/fLYQYlFLeJ4ToAn4M/E/g34C1wD1AFvN6gylc/xHzuv3zuQcQQlyJeT+8EbgXuKZ+jHkp5bcxNeAC8AvAWaAT+BZmH/3tehm/AHwMuB2z/64H7sMU7v+M2bdPAn9WPw8bgB8AJcx+e8lj+QhbWDwF5XyZsbGTeHYfIfW9e2nZuoaGwgQnx2fZ5dJ5dGqEoppAT2bZOnqG/kcgupRlwT3KovcsKe8iq5dUGjyNjKb6eKi1j/s7mvlZAhZdaSbCW0h6u3jwVI19Zx/EVj7AF1viJAv7mFyS7O6sksv1kU278Xd2EM0s0NvhxWG/je51ZQ7/xE5ydBot9A4Kew1mp9KoNTeZVJiNW6Io+SpR/bvEmkaYPu6lPdJEZbFGJL+ONavaUXy34O/qwOgtonsljVffiNudZPrYV0mOPII7n8MZ7CQzLjEMyyr8SmSqraN3qq3j9qm2jt6X4HAfk1L6pZR+4NWYIuADAEKIX8F86D8CbKrn2YT5EH/TcgFCiDXAQcAJ3AIEMQXCN4C3AN/HFNC/ep7jfwC4ty6Cg8DdmMIiCrwVuEsI8eYV+acxBcFfPNuG1q1/ezEthVcCAUyh+TDweuDLQBh43VPU8z/rIrgb+B6m1S6MKWb/tS5wqLfjXkyB0lQ/xs3AX6+oy9sxXxzeWm/rvZhiaPmmjgL/hSnkwvX2fkUIccWzbffFYXsvbL/d/H7R+S7QJoTYviLtA5iW2mdLP/CglPIEgJTyAUyhvbm+/U5gTEr5L1JKTUp5DNPS+j+WC5BS3iOl/Cow/BTHeBNwn5TybimlLqXcBXx7uQwpZV5K+UdSytP1Y4xgitsbzqnncSnlLimlUa/Hg8v1lFIOSyn/Uko5Ut9+FPj6OWVc0lgWYQuLc6gWqxQfeYSxCQPFWGDm5AJHepzk//lb5DwzBCJZjCU3e1dfz81jRzC8Tvb1bKKpMEl0WufhhlvZrmlUSjplFsjn7Dg9OqujDcjMDB1tczjyt5JY2g35KukOG3o2xQY9xVWbVfbO9rL+oQw7t7+enOcwQ7730e35Lo4NZygfaicWmWTy22461CTKgIOZ06eJxqqozmlO/cBH7y+9F6/dzqpX7eLEWJi2SJjJE4cgn6W1K0LM3YribKJ4ZIy8UqW7MUmxaS15/wQt7e1UUyr27X2kRkqU5oaIaQHGl4Zp71SxNW242JfH4gViqq3jd4GPYD4HalNtHR9vm5p4SSw4UsqTQohdwHohhA9T6P2llPJjK/JkgP+uf5b5W+ColPKXV6TlMK2gXwUQQnwBeD/w6eUMQogY8GbgbfWkN2FaTz9at0jvqe/3m8vHk1L+d33fX3sOTfwc8HUp5e+sSFtihWASQnwN07r4rRVp64BrMYe7AX4NOCalXLb2/UAI8X1M8bUX08IX4PHh8jEhxP8D/lYI8b+klKX6Mb4gpdxTP8ZH62lvBP5NSvmjc+r+TSHER+r1ePQ5tP0lZPsT+jBs/zjsfzH7cBXTGvwbwHuEENdjnv8fYvbhZ8Pngf8SQmwCjgE3Ab2YL4RgGirPdXVQgF4hRLB+fzwTT1XGlqfZ5xbgyIrfX8Vs602YIyqbMPvGL59nX4QQKqZ7yI/Pt/1SxLIIW1jUKefKFDMlhv/1Rxw9kuPhI0c4NanR36qhpso4UgbbJ6tER6JMNgzwqsEHyCe9DClBMuUYrxXrcDY0EtfG6OxuxmarsCUW54omB/bcKIePOxktRZgdW8ujc8MUVTvDvlbyJTutjhFmKx7m71+DrjvwvK3E9Lf20b32apyzP8VTa6aQezctbetwtdo4s7YR33YfM5Nu9KqXcCyNx/s6Wn2bKI9NMv29rzJzbInepjgNrRrBoo3m3nVoGSd2dwf23gr2eDPOcgEcXbiucOIuBFEWhgkHt1Kb1AlPh5gv1lj0r6Y2nia7J0111yh6In+xL5XF86RuAf4Ipk9fqP79kZfIMowQYgNwHbALU8yFgK88wz4eTGvnfzxD8V8E+uoP7mV+FdNS/MP6703AoXN8GPfzuDXuOSOEWAWsBv79GbJ+FrhVCNG3Iu0DwO66VW25nvvP2W9lPZeFzkqxowDeeh2eVEa9zQd5irYKIVqBNTxRDF2CbD9vH34JLMOfB95S9w3+IPAF4Fxf2E4hRGrlB9NdYCUjwE8xr0UFUzj+oZTyZH37PZii931CCIcQYjPw7vq2Cx2i+x5wmxDitUIIe/2eeMNT7S+E+H3M+/GPViQnMEdmflyv5wHgi1LKnz7FMf+uXv4nL7COFx1LCFtYYFqBhx44S3ZigeEji5w8OMqaih2v20vpzGHy6WluzhwhHymjNVZoLOewZx2smpsnagRp9OY5MXaGtsU5vEUf63fto11dINXqovv4Ir8Z83KHO8kd5UF8fgc7PB3cXC7zKmeSxuYzdHj6eJXeQP/VXn7JoxJvEnRuTXHs0Bfps+nE+qeJ6gs4Kw8QXPMubhdpbEU/HSGF7e+NE2l/L4G1cUK/vhmbcND26y3kXCHmU2XmJxpp2C7oapmj9fpbcKxLUZo6y9zMItrcMLmz88zv96PSii25icLIGEF/J0ZLmiZ3I8FSlQaHhnuyhjaXRc+UMGraxb5kFs+Pfp48ImgD+s6T94Xif9dFQQ44imnR/C4Qr2+fWs4ohHhHPW9GCFGqJ0frdZziaZBSTtfL/eCK5PdjWkWXO24QSJ2za6qe/nxprH8/Uz33YYqg9wMIIbzAuzAF8jLPVM9HMH0x7xJCuOqi+kP1bcti54LbKoTwY1qovy+lvO/p6n8JcDH6MFLKCeB+4PcwXVue5JsLjEspwys/wGvPyfMZTL/51YAD063lD4QQ760fZxDTjeY9mBPQvog5oqBj+gZfSF13YY4q/AWmj/qfYgr3hXPzCiF+D/hdTJ/l8RWb/hhTgF+B6ZK0CrhdCPHn5+yvCCH+DtN3/xYpZfpC6ngpYAlhi8ue/V87wq4//i9O//AkQ7tGKNVUcmqJlrYsg4mznOp20z01Dx1dDDUoNG/pJ6ZMMNvVRHuPi9VtSZzoLMRWoXs7eU3MzsnVEa4rZOgaXKK2fTuZtRsZ2LGDW1ZFuN2TROkbZdUHXkWgcRW/ff17WOfqZNM7b6e1msBzyxyhjREaul5Nt+Ym0NvKgiySmq6Qa9M5+Z0/49DfT1NqjhK45moOf/deVP+f4ThZRk0s4HXMMHosQ1enSl+5Qod+goZVTSj9N5OeHmXhxCH02HYcwSClxjUoDb14z0xRGz8FnX5UI0p+Nkn16BCOfIXanIEy7iBXLmLb1ooacoNq/et4mTMI1M5J04ChF/GYf1kXBX5MsVjB9NNN1Le3LWeUUn6lLh5eB7jqyUv1Oj6W72n4LPBGIURj3QrWxxMnOGUwrYgrCdfTny/z9e8LreevCyGcmG4bGqa/8zJPW08pZRLT3/paTOH9A+Bf6vmWxc4FtbVu4bwbmMGcAHapczH68DKfxbSa/lhKOfMcy9gO/LuUcmiFb+13MMUvAFLKe6WUO6WUUSnldsyXm71SysKFHqR+L22ql3ET0IEp5B9DCHEX5gvUDVLK4+ep57ellEfrfsZDmKMyr1+xv4p5f91cL2PyQut3KWA9zSwua848MIwrv0i2oFKamqR8YB8eLclVtTkOz8zib5xlRz6FX3fyUMMxmuxljh8/i3cKVL2R5FKZeN7H9tkUd544xvqeLhZDISpqG061hZ4bf4Gx0VGGF2wsLuyj9crb6Nt8HZ5oFy2pNB2hJvSZM7Tf1Eri2Dy2tRso6wP0OcZJHD1Gae0deHSd1rYYU5lxstpria3eQvfW1WQPZMksxikl4iTH3ol7XZSlWRV9ykkguQXHmA/XFVfA+jtYGp5GHzNo8K8i3ifwd3bT1StoWrRTeWQWx5IbNRHAdmCSal7Ds1DF0RjDlXfhWKxiVGuotjLzha+gFIdAe1lExbF4CtqmJoaBj2NGXEjVvz9eT3/RkVImMCeMXQ9IIA284xn2KQI/w4zk8Ez8DHPo+d2YluHvniNYjgBb6g/wZbYBhy+wCU9Xz7PAmQus51cxrWxvqtfzX+t+vSvruf2cfZ5QTynlfinlzVLKBinlGqCMKYrPnK+Mepu3rCyj7kN9HzABvGVlxIlLl/3n7cP19BebezAtn7/zTBmfhl3AO+vRIZb9w9+A6XpAPW2HEMIphPAIIX4JeB/whyu224QQbsw+hBDCXf+o9d9qvQybEMJfj4RyG/B/V5TxSUzXoeullPIp6vl6IcTaev4uTP/gA/Xfdky3ps2YInj2eZyTi4I1We5FIjs7RqC5C3PkayuGpqPYLq33jmRmgkNfu5trb7oZ56oXdTTpkqXDMcvxsWm6NsTZO12iOnSYcqCRuXCUmq3ILVM50gGNrlyKorObwmiFno6zpHrvYI1nlHzD9YTv3MroQ9+lmAziv+V21nzru5TjXrRYD7LDAc1NrHOXiCiCQ997gI2bmunV28h9b4gtb7kGdy3PeEoS1hzMHV5A2b2bE2+5nlP2E6yz56gOr6e2NkOzcRVn8hm63b1U/Dn05g6Mkb1s3bkFh7iF3NlZ4q1eyM/j7shjtF6Pok6D2kG06ITuMsbJcZSeHegTcxhLOu71XVTvGcLQDWrFGroDHPkqiZ48tnE/aqWGPVBCba+QyVcYml2L7gigj4zStfry7DOvFNqmJj411dbxbUxr6dBLJYIBhBARTDeACSnlWD1O6T8KIWqYYnC6Polu5zm7fgh4SAjxZcwYrMOYodZeA1wlpfwwQD2+6T9hRllorG9fybeAvwL+SAjxCUw/2vexwp2i/oC3Yw5bK3XBAVBejuP6NHwA+JEQYgH4e0yBGQJ+EWhanhQopSzU2/IXmDFoz52A9GXM4fJfx7TC3YYZ6urmFfXcCpzCtI7eghkK7cMr6vhPwGeEEN/CFMV/gOlH/O36/s2YvqqPAu99ucR+Ndn/Kdj+WB9+iUQw9XP7fF1H/gD4S8z+HMEU8t/ADFW2zJ9gRl+wY764vEFK+fMV29/F4yMAAMuxf28Cfo7pKvKPgMC85rsxxeppeEzU/i7m6MxRIcTKNvrrf34K0xL9AyFEHHMk4UeYoQ7B9Cl+G+YL2NiKMsaklM82pNxFQTGMZ7qfnz9CCOP8LxovZw4DGzAMlXxiAptzjPToLPPfupvwRidFxw6aOm7BMZemqJ3FFu7G1d2Mp6XlSYLY0HWUizDUPHTgID87sJt333Ertk7xzDu8AhndM8HMsUnGHzyFrVYlZM9TzOuc9rrZ6Z0joakMJCfBmeDIrRF8J71sbGjnbHoa78kajjWzeKIb8DldLFx1LdHhYwRmqwxtvYN1p/by06YY/c0qbuco2RkvrWEfo6eniccCBK+7kvHvfoe166/EuaqRxE8fodp+jONzcXZu3IgWaYa5HAHDwdDCESIHXYzfUGOdy8bkKZXe1Tm04M0wFMLdGKTU68c3dYBq8w5yI3NE1zViTD/A4KlF+nquR+tqIZ2cp6GlHWP4IFqtA62mYzw8wXwqQaPNAy6FWqXCRKSGX/FgrNEJ7ctTHBhnsRTGb0RZjITxx6dYvfrNz3yCLZ4XQgjkeYLkv9wQT44jXAT2AP97OXyUEOJmTL/LKzHdIeYxY97+g3xiHOEeTIFwOxDBdJnYixkHeM+KfBFMy+gkIM4Vr8KMI/yPPB5H+K/lE+MI34UZG/VceqSUoxfQ5k2Yw+c3Yk5eS2DOuv/EiglRyyHhTmKGubr1POXcihkBY2Uc4f9asf2zmELEhRkL9i+klN84p4zf4YlxhH9DPh5H+M8wF1woACvP0X9IKVf6WVtYvCKxhPAFYGg6il4Guxujlgb7aRRllko2T/bgfvKlMuVyO1GPRmqwkWphAlvUQby/g8RCP00eGy5XBVsf6Ikg9i1bUFUVY3wPRuMatKNZbN0RUBOoDWFM960Xn+989M+Zb4rw/vf/1jNnfoWSmkyTnkox8bV7MfbsItu+gYb1rRzWPVxpn+ZYdYIr9+/m5Ltvp3LvOA1VhS1bN2EYBq7GMoNf2Ef8t2/n/h89wA233YpcCxsWvFTcG2ngDMfnFlm97bWo848yejRNWB1j7Igk27kBR3MDLMzQEuli9R0ZJo+0sTB+H1vfup3ioRH2nNhPYzZMzR0ksnEtwYZGxpLjxJJJcmEf/QN+UvNB4uLtLO4bIry1G5vN9njjRh+E7uspZ7M4PT5qD4ySjBnYR3PYdQWHUzFfyrIaZCqgGhDzwmIOVoVIzZ7Fv3Yt+cQjjEy7afaFmUucxC88GJE+3O4u+vv7L97Fuwx4pQhhCwsLi0sVyzXiaZg/uY/GtTvQR5Moyiw5192U9ywwv1gksOokbprRdY1AawDmHCiqQvyqAeZH1xFrKRK+8jZmv32QqkdlMrlEY2o9NBi4Bs/iqR1Djb8KbfinqM2t4DmEMX+GmjOKPXgLZrzq6zANGmt5ocXx3NwcnmAXV29b+4KW+3Ij3B7CdeYgs40NtP7K7Rz52RzVdB5XtcDZ/iI9OZ2z3rX0HPSgunrZJcqUOnK0u9fQe8vNDCeXqDS2MrT1DjYe2M2S6xo802cJ9S1x4tgYlb4Whk+epm/LdfQ69nHmwVlsnW7E5tWcPTvKTe//ELOzszz4jS/SG08xkhiia/xW7KEIad2LX3GS7XQwnpaEbAcp7FORJTti8yaOHTrM1pvfD0Bsx+NuCsViEdd8GbX7egAW0gdpSfWzMKASm7Ch63aUVVHUSo7sXBaj3Y+v4ofZCTS7Qe6G3dj37MBT8jH/0FnyHR0E148xdayEe+BKMtVxYg4Xi4uLdHR04HK5zntuLSwsLCwsLnUsi/B5qFVKKId+TjafI3OmAs55XANbyZ78PnbXBAXfAN4OsB8cRo37WUpfQcyTJqG14nA76ewMMToyzbq3vo7a7LdQtLUojnaW5C5Cm/twBCbQF0ZQG0wBUSmEUB0/xe4YJH1/nNBNGuBGL7hQvRkM43+iKFdgjq69EMahDGPHBxmZTnLj7be8AOW9vKmOjTN9aoF4cRzntq3kvvxvDEWupF2ZYGy4SuvN6yg6T2MrtnHs7Em6334r7p/vxZaDYHcfP82Os23fIGpLBaezhZabX0NteIgDi2X6oj7c3hC+HWb88om/+j+km6OkvU5KLp2AN0K/WMe+r32aTMN6RHyciYyL1bFTLEXa8J4qkQ9vYz42ysa0Tk5144s5GRm1s2PHHcR6d6D4nCRLSUKOIIXFGQzPMH7/dSQSCWKxGNlv/xCPrwGj4IPuGDnKONwugu0Bln6+D5/axmKXA6Wio4zNE2/Pkk3XKNg6iBl+lGqZ8sADLOm3EzlVYCZ/P9Px1cSM0zR1Xk/zqm0X+Qq+crEswpcmQogfY1oqzsfac8JPWVhYXMJYFuE6lXyG0V3fp3/Na5h/8B+opULMjR7G3b6GUGaK2pf3o4eTVNtdtEQTJIbi2D0GRnkbno1jNK+/Etv+bpy5JJlH70dc93aKJz5NOfpafEtjGN3/hlO8GkcA9MUEasOP0EtRjFITipYAhx0oErxaRdfHMXQDm7cXKFEofAuf7zjmRN9rn3db9ZEciYkh1qy/5nmX9UrA0dVJV1cnycE2vJ1N+N7+NnocUVTpRAn5KeUK7F9lpynmYM0hH1Pf2M9w7wy+2VXcMHGWroQT7U3XM3jgCM2eVqb/4bMMNMUJF4J4twUYD6ts9DvRk0V8b76TytgoxugBKsEY+v6zzA6P4W1bRSixhDtaoFGtMTyosaE6ybjNj9opubKzSG0kSvPAItUphb61byQ2kAZdZWZmBiUIujNARdNxsAXDMNB1HZvNhjPVjDFdAU+SsmJQbXIQ3tiF4rDjaeqnVCzjLdswKjqGM0gqG6ZQHMYoLjLTPkzr+gUM91rK+w+htU0Ts2voZT+5ygCH5RQbtTStAzc/84m2sHiFIKV89cWug4WFxQvDZS2Ey7kU04cepOe613Hivz9PeTHB0FiGTDFK5dhu3LkSlZiXhYkasTNzODZvp+xSSBX9hPuuwZ91w/g82uhqaJOECxGS0wlstzVRaP4mzodjhNdthhYneiqEz7sXwwiSURZwFW/A7bgb/GPYbY0oyhKwiZlBlebeCXSbxvx0kabGBD5fBHN+Q2e95jUu/NIlMeeTmOhajUrcR4Oyg6jNh1GsongcL8j51EtVcNhQL7HoGBeKu8EMtalGo0RjMei+ga01nXm5AKkp/Itlptd24IhVaE030v2rAu+xBZpDGR7MNdNceYTO1MPk14dIVAz6tvWjhoKsBoxymbndP8F2/RU0hCMcmT5G4OAw0XUbyE7N0RruYXbhOFWnQrMRZNX1fvR8E2tjXk48PEUy5KJh8zCZqQbWXP8mzGhILY/Vvdln/h1p7sAwDE6dOkVUzVE9W0LzlSAYouaz4Q36CXl+RnW8hcpoEptu4HCoVI/O4tnSSs6v4T69RHBNhZHUGHHXWvJagZMH54i59vPQ0U4izUF2bPkep2UjXqWb+XyI1pf+cllYWFhYWDxvLlvXCMMwGN9zN/nELOXMAjP7HkKpKaiFHAFbhP5MGyeDKRzlHHZPlI6DJynduIVwTwjnlc0U8gH8eR1960bU0jz2cQW120fmbBT3+gyadx+JRJDOzgXsdhdG9TAYHlCbqY2ext43RjLZid8/gl1RUB0+Zma8xOPT2GpBDGIorikUpQQ40edXYaQ6sK3egeke8boLbOkIZlQek1qpQCmTxN94IbHeL+w8GpkyashN+VsnUHoiOLe8MmRRMVWilCtTypRoHmgkPTLH6V17mSqXiL+qmZZ79nFWS+IfeD1tAyq1n05yb/McfWoPmztW4xs6TmZ6FLXjSmxXt1LWytRmawT8ToYeuofCz39C5IqbcAV8TJWmaInPESmWUUIe5mWNnuvceLr7mdp3lHDcQ0BcxeJphaqtl2BThFCszMJCjIaGhsfqrOtm5CNVVUktfplS5noaihrZk1l8a9soKBlKSgXPowtooTA+w47aGiB/eAJ3axUWHZTdGpkGFd/cBFP2CN5gHicaTs9ZMpF5srNBos0JBqc6URxtRH1rUOx5Nu8YAJov0tV6ZWK5RlhYWFi8uFy2FuHJffcR69uAvPsruLtsFPOLBGOrsFfseL09TKgZyr4WwtU0qYYI3t//Myp6Hk+1SOEnRYIbGliqLKGNazRvaUBfOEw1+k4WHZJVTRWMWhxPfB/lcg0170UNtQAPA0dx9AcAN+FAGeavQG3LUalM4/PtoFw+hFctoSigKD7ABxRRG+3Q+Cj6uArNeYyJa7H1RdHnc6iN/qdpac8TftnnD+Gcd2HEmlFWRhh4BgzDgFwFJfD4xCijUEFLFtFmsjCXw7CrGA+PUzo6h+pzQl8Ee3MAteVCl0W/tPCE3XjCbpYXZQr3NbOj97X07t3FUqCREwM+zuTsvHdDgP3f/TqrB36ZnjOHmI4nWP29PRguL/Nrm6mN/ZgNe69hem43I5V1bL/ZRq1UwdE7QHkxQ89r3kZz4m68fa/B46lRnasQjaRwNY2i266jbeu7cIW81EozRDpO4gpveayOwWAFrVYhOXwSe2M3iqKgaRrRaJRM/iYamoIoySm8TWGyzip+B7iPa2APUVAMjMUi2VoZb1OYpLNCZeM4hnsVjUtzLG2KsSq7SMI5ykg2yur+FL5jbTRtO8vseB++ggtHx0MEPSMsLt0CydLKwQcLCwsLC4tLnstWCHdccSuLwyfITA2zOFLEHmglN3uGmLOXhdwcjlCcjrklojs2Y09NMzE+jjZyivDN12J7cwg8HTTO+ai0jLNwrI2WgZ3gn2TV9d8E1qLYf0S6EiUWOwr0Ai5KRS92RwW7fREqNqCM2gbFYgMORwde790YhoHiiAFNGForiu1RwItRm0QfuhKltQdjphm8dmp7d1Mb9qI2B3Bc331hC3b4GnGsdj4rEazP59GTBYxSEm1CRx1oQN89DqoN0kXwOqCsQ8BprlWYLqEncpCvoJVqKGH3C+Z+cTGZPjFH67om7Fk7Q7vHuOXaN9P39R+wNz1MrRrBmBzjpoqDinTzb047b12/mo1bryZRuBtbIECb7xZirX1kh+boXreW3A1RVtmnUOOjTJSuI+bpAkCpTeHqX4sa2IZKE3ZPvQJKBOydj9VnZmaGlhbTJaJh9WZqtUfR9UampgzC4TCL87PEIyFyS5P4GlzkTkFoy2ZquXGWjCL+mRxkHGQrFZw+OzlXmmwlSnlsCL3zLIWDdia7c3QxStCX4OihEGsbEsweC6IUKixUa/iX1jM8m0bTJEp+iB13dr/EV8XCwsLCwuK5c9kK4cz0CNVSgUiXwOt1sTg8gdMdYiEaxdfQDY4wC55hXHhpbNtEZvA4xm395KezNJVuIx28j9i215McGaShxQ3+U8B9pE7aCa89Dtl2YqEUpkU3gVZKUkj24ovlsNtb0WyNJJODNDSUsdtdUBkBZ5HFkzcSWyuxZZvIzdfwh7eiNAyi2LshGkYbuxFbwxxqsw9aeiDuoHZ6gfIX9qGEvahNPmwDcQxNx9Z+7vLyQGwVCsee9twYqRJGtYbid2EUKlS+cxJaAjC5CCE/+t2D5hK7FQ1EAwwvgaaBW4VSDVQFmv2QKKLtnQSPA/uaOIrr5d3dWtc1AeC/5goKD32fu8/ez+nWLInDZ9g5P0rQU8Z157tQ5QO8e9V1JH/vD/nJup8SCWwhpE9TOXYM5SYX+sIYsR230hEIAOPAdrzexGPHsbed323F7vJgd61+7PeyCAaYmprC51uN05mkp8fLzMwx1g2U0TUNo/0KRhYW8PcqFPaOopRKRJMVKkGodjpwZlLkMy6ScYNY7gxnE3aCOQWPOkFN8ZLwOgmPx+nuGKIYzeEZb6MSn2a9ex6f08dIsIfiZALduZbK8CLO3tiLcv4tLCwsLCxeaC5bH+FaqUC1WCC/MM3xe7+OcniYSn8zzkAnmh4g5GpmYerndHVsxe2o4XGFcIbG8BRdpDd7ydSuwG6v4eNRVPdxQpnrKTQmCUUy6PooqhIAJY+uH0ZV3czPh2hsnMZc2CcL2EilugmFDmFUGin/0IPnTQPUagm0UgaH5qLsVHCVM6D3MLuo0RyPs3i2l4g3iBHrQylr6Kd0dDswnoFiDRr92Le2onYEUZ1PFp76UtFcya6mozabLgv6bA4l7MJIl9HGkqgRL3qhCoaBoYCRKmIMp0DRURoD2NY3URtcgKWSORze5ofxNJQ1aApAqgDJojmnTwWcNmxvXY+j65Uxbp5L5FE9Kv+56yusctzAYulhomcMAsLG0tAYuayB93SCnL2ZjWtaaFzczWLzDcRu7Mfr9GNvb0cNnecl5TEOY674eiGuoYNAPwsLCyt8hXUWFhYIBsNk55coHRzCXbaj5sHjKVMYKeN0KdiootlPo0cdJJNRKkGVIe804bKNsCgQLxcpTx3AiFyLfdXD6AtxpsqrCUeOcma4kzWuIlmPk8GJdiIhjYptHdds6cIzUcS2bevzPMsWYPkIW1hcKtRXR7wBeJ+U8osr0kOYAf99mL6INwJ3SSm7z9n/RuD+5ftZCGHDXCb8nUAUmAY+LaX83Ip9rgU+AawDcsDngI8ur5IohHg78FuYD4zA+f5XCCFej7lyYD/m6oZ/dc4xPgO8FtOxrQTsAn53efVEIcSdmCs+bsRcsvkE8EdSygdWlLEK+BvgKswH1wHMZb6f3up2ifDyNtE9D+xuL4ZhkJsbp31gG6VAO7Oje7B5e0jnDBzNKm51Kye0Io1VF1q1TMy7lqCjwPhpOwNLXyG75lpC5fXk2isU3RO4vTUKBcnMjJ9SyUF//15SqR6amqZobEyil+xUSON229CqLuz2IyiKQq7SArcVgN3UZldTcjhxNeVwZ3wYRgjdV8VZDUM6QHxHhMpPoxg5O2pFQR+dhyvasLWG0WeyGIt59LEUeqqE2hvGGFxCbQ2CCkamjJYsQrqE6nVC2E3lJ0NQ0bB1hVG7whiKgtrowzi7hF4sQ8yLMZODsBtbTwTbmjj6yQSKoqK0BdF1DUZSqKtj6FMZGF2C/pgpiktVNIeBYeioqRLVxCT29U0o7pe3m4Q/7gPgeteNnPrGbrra3RxMfourK9cQaApz4vQk29vbuNIYw9mzipT9ChpecwPuZh/O4IW8DGx+FrVpBKChoYFKPsPZowdoHdhMQ4OZ7pyYxW6ksNtbMNCpaT5oH6cmHSQK03i3CZThGRb1WQpqgtCR0zh8HhyhLWRWD+L2R3DEHsRT8LDoqhKoHiZejlMKzJEvBpibXoND04nFEigLOi5bFaMcxahqKI4Ld7+xeGVzniWWF4H/AP5ESqnX89wA/D6wE3BjPrQPAJ85Z4nlbuBPgdswBcQisB/4JOYN8TWgTUq5eE4drsVc4rhfSjlSX2L5Mzy+xPInVy6xvGI/O7AbM1TLBS2vXN/veuB/1dvjAOaAezGFze8A10gpd5xnvz8Gfr1eT0MI8UvA/wXagTPA70gpf3ZOu56zWBJCeIB/q5+HPuD/SinvupA2XoacAD4IfHFF2q8Ao5jn/9nwm8B7gJullCfq/f9uIcSglPI+IUQX8GPgf2Jen7XAPZiWtL+pl5HEXCbcA/zzuQcQQlyJeT+8EbPvXVM/xryU8tv1bP+IudR5VgjhwxTnXweuqG+PAH8P/AzI19v/IyHEgJRyop7na5jLe3dj3uN/CfxQCNF17tLmlyIvzzhXLwDVoWHUXIHmVVvpu+n1pGdOU3Wsx9kRoi8WoKBnqMSCtOUMmtpm2NrpoLMhTFaJwuggC/FtdLVGcax1Emm7kVPDGoriwWZrw+nMsrr/bpxOOw0NKQqFmwAPc8k2xsfWoI+vQbWHyecHqFRCLC3l0PUSRrYR29Qa/Mo69BnAtQjKDqpnA3hOtqLND1DZNY7S6EBVpqmdnqOWLcKhGbTD0xijKbDb0AsV9EPT1I7OoQ0l0eayGKkShNzYWwLYIl7sV7Sjn5jHsaMNx1XtqL0RFMPAFnJTOz6P0hfGyFUhVwWPHVuTD0VVqD40Ri1VxMgV0OdyMF+CdY3oYArg67pMv+FyDTCwNQSwVxX0R6fQprNow0tmpIlC9WJe/hcEcXMft31wK4rLyVXdO5loW4Ma38ybf/talE1bOdq8Fq2lm7YPvxd7LIrrgkTwsyUIgFatUFyaY9XmHWQnz5JMzFFKL2EPRHBpCrmJM5RIYbflsE80oGVnibTlCGbd2Bx7cW6ewt5SQL1xDeqqZlKhPOHYLJpNJ1eKkj5VZOlgDUcyxtG9bWjoJCpXMp+awQAcWoCMM89Y0osS86FPZV+Etlq80Ey1dfROtXXcPtXW0fsSHO5jUkq/lNIPvBpTBHwAQAjxK5gP/UeATfU8mzAfsG9aLkAIsQY4CDiBWzBvgLXAN4C3AN/HFNC/ep7jfwC4ty6Cg8DdmMIiCrwVuEsI8ebz7PeHwNKzaagQ4p31sh8GNkgpg5gLcIwDtwP/BGwXQmw9Zz8VeC/w+boIvhr4EqZwDgF/B3xfCNFZz78slr5Qb8cdmELlQyuKXRZLK9NWYmCe9/cDjz6bdl4abO+F7beb3y863wXahBDbV6R9APPl49nSDzwopTwBULewnuBxS8idwJiU8l+klFrduvol4H8sFyClvEdK+VVg+CmO8SbgPinl3VJKXUq5C/j2OWWckFKu/IetA2LF9v+UUn5bSpmWUtaklP8AFIGVL3H9wL9LKbNSyjKmKO/A7JOXPJelRbg2OQnFRWx9vaR+8gNSLY00rP8FIokFlGEHC5157DkbDaki9j5BxpHFpgVxNYeoGjobetbhat2B6s9xdngG5vbjb+xlcXGWxsZuQqEj2BEY1TwnpQe3+yyLiU3svDpLS8t+DCOOojhoamoEOujqcqCPtaJ0deO4chQj+ygLs68hHNOwexO414VRlCTpIzVqtusIphSMkA/1Oi/KiTnUBh+Kz4HaG2WukCR0dAHntlZ0h4oxsoR+ZhFlTRzjwDSOm3pR6i4K9m1t6NMZjIqB2uQGBYx8FTXshlwV+5o4+BwYC3nUthDGQgE15EafzJBvL+MbdWN0B+DYLKyJw75pqNYoe3RcDhs43OYtFXTCUg48KlqigBLIgE3B5n15W4YBfJvWsm3TWhZHkqyekzg2bSLziU/ies3b2fHm62H/5zGM7bjDZrSNmRPzNK+NoyjPfbR7WfQWFmdRbHbsbh/Hvv53NG+9gUByHjswdeBnOCo1GnIxCIMt5ySl5zAqGrmogidapuQOUZr5ArZSCVeqD3d3mmLZwBfxUGs6xszEKhyuLDOjO2jreYQGR4WKvkhQ8+O0B4jH7seuNKBVHDSveRuFE0fxjucw2sMYpSraI+M4r+58puZYXCSm2jp+F/gI5nOgNtXW8fG2qYlPvRTHllKeFELsAtbXrVB/B/yllPJjK/JkgP+uf5b5W+ColPKXV6TlgK/WPwghvoAp6j69nEEIEQPeDLytnvQmQMO0nOrAnvp+v7nyeHWh+iv1/LdfSNvq7fl74BPntGcW+KsV+e7HFK3vX7H7qzEDhH+p/vv9wPeklD+o//5nIcT7gV/DtBI/Jpbq248JIZbF0t/Uj3tP/Xg3nq++UsrScl4hROlC2njpsP0JfRi2fxz2v5h9uIppDf4N4D11q38A+CFmH342fB74LyHEJuAYcBPmzPof17erPNk/TgF6hRDB+v3xTDxVGVtWJgghfgPTihvEdGr8/acqUAixGQjX67zMXwC/IoR4GNMi/AHggXNHZS5VLkuLsK2lBW16FD2ZJHbba8HWTUM0QWx7D1lvgkphkcZ8mTm3zvG5kzi0IM5YjPaefuKdLZT83SxOHYXEIk2Kjte7nWg0j6Z52bdviNHRq8mUWlCd7QQCTlatSrFlwxDgQx9bT3quBViDPiZYOrGKYrGLoUoMXf8p0EVe8VPx5rDNKcwkxlCUQUqleez9IZKV/VS3qxS7D+PwOnH/4nqy64PoG+LYol6adT+GXYVCDZvbgU3EwePAyFfAbUdfLACgT2XQRpLoFR29qqHJBVAUFLcdPV1Cn8ygtAUxNAPnNV3gUCHgRFsqQtCG92gRdW0jDCXRnUCiCKujUNVxaTZzpTxVgZkspOv/W0czGJUq1ZPz6Mkihn7Jj5hcMLGeCK6dO6FSIfCB97Fu8gTV0Qkyh+wM33uIfD4PQMu6xucsgudP7qNayqPa7Dh9QU7/+N8585OvsOuTv4Un3sbBL/8l8uv/ysgPvk65VMRW0phbOMDC2QSaWsFfPEm5sEA4GkZTXCxkFyloOoFfXE1b9yC1mVGSJ4N4OhaoZQPEkzmcDo3envtYPHAdZ86uYynlZz6RZOlYMzZ9A+u9HQRCacbHR/BVo2i5STAMwMDIl9GSBWqn5l/AM23xQlC3AH8EiGFaGmPAR14iyzBCiA2YFtJdmMO1IeArz7CPB7gZ06Xi6fgi0CeEuGlF2q9iWop/WP+9CTi07JZRZz8r/JKEEC7gy5ji+EJExzJXYw4n//sz5Pss8EtCiJXxJT8AfFNKuTx7dlO9XitZWc+nFUvPos4vQ7aftw+/BJbhzwNvqfsGfxDTGq+fk6dTCJFa+QF+cE6eEeCnmCMcFUwB/IdSypP17fdgXsf3CSEcdQH67vq2C41J+j3gNiHEa4UQ9vo98YZz95dSflZKGQLagP+DuYLXkxBCNGO+KH5SSnl2xaZ7MN0iljBdN+7kiS94lzSXpRCu7NtH4uw8IwemSU9naF7TSKT1DprWX8Hq668jPz1B3luhoZTCA8ihn6O5yszOztLgDWF3+KgRpph24+pYT2j4UVpaugmH+9i582YiERep1BTT0ymczp0YWhZXwMfMjI9SfIBSaT3wRtSuawg1VXC7t7Jq1WZU9Uowsni9/TQ0GKgdD9Ha1gU0UizeSSZzhv6dV+P13kMo1IbaGUKfzxP1BnGka2bjDAP/7Ruw72xHCThRYl4cN3RjVHXw2ak+Mo42mqQ2uIjS4scW86DkyighN/pigdrwEsZcDtu6RoxkERYL4HVgTGYg7ELzlVBawth3rkY7Mg1eF6rTAVNpGEmCA8peA4JubFe2g10FpwNiPhiIwd5pM6za7glqJ+cuYi94EVg4gxoKoTfGUBsbcfT347nhRjoaIBh8/s+karnIQ3/7e+z53J9wzx+/g6l99zFzeDeqw83gvV/FMAwq5NA9NhYO/oSTP/tPsqk04byCpmXIeJK4V/vIlncTTJbpbetH1dpZ+o8plubCBLeEaBTH0W1jdIRT1JoWycoBDuy7At2/SEOrirZQxR4J0NVVwhNNM146i8MOeuJrFJ0HUQY6UbvCJO1laophvvTUzn1GWFwC9PPkEUEbpo/oi8X/rouCHHAU2Is51Byvb59aziiEeEc9b2aFlTJar+MUT4OUcrpe7gdXJL8f+IKUUqv/DgKpc3ZNsexrZPJRYK+U8t4La95jNNa/n7aewHcwrdm/DCCE6MAUEJ9dkeeZ6vlCiKWXKxejD1P3i70fcwLZ6ziPby4wLqUMr/xgTkhbyWcwX5pWY/qQbwf+QAjx3vpxBoHXY7oQzWG+4H0OU3QnL7CuuzBHD/4CmMf0rf8Cpk/8+fJPYwr9HwohGlZuE0K0AT/HdCn6yIr0MOb5uAezz3kxfdYfrgvnS57LTggXkkXSNpWh0ipc8SihVvP/idoVBiA4MMBVb3k3zav6GdhwA+3OKFdefR22mpOIz8vZH93HzOBRWtq6GKoWqRw4QLZXkEx6OH06TyJxD7HYJlrDA8Rii6jqBFMTAqMGLS29uN1niMfTmAaDr1FO5sgPTzE35wcETDUzP7kNh5ZncnIL8/M14ACRyNdpaXFivuz/KuY9A2qjD8XjQAk4n9AOxaaaLhNOG0rNwHVDD45tpjCtDi+BTaFy3zC1oUW0fAW1yY+RKuG4uhPblhbUoAulWMPWE4GKhqHo1Cp5ykML5HYdQiufIVudI8cStWyRgp6lWM1BSMUVD0BVQzs1D5tboNELVc2MLOFUYDoLGxqfVSzjlwWuIMnJNMOpIdxXX42WSGCUSzhfgAgKtXKJsYd/SHFpntGff4fczCg4XWi1CtmpQRSXB4fTRa1SJjV+imougaNmx5Gxcbb2IHPaIF5tGzVbHLevE6IzlN3zKOuDeN7QSPp4noVSBE8sxmyqgznDTym7FkOv0NCapOxTOHNYpVCL0t1boNg8Ra6UoKSFWZoPE+zUmBn34lVrpI4dJ1R24lBtKE0BbHEfRrb8/M+vxQvJIOYQ6Eo0YOhFPOZf1kWBH1MsVjAfqsvWz8fiBkopv1IXD68DllfxWarX8UKWxfws8EYhRGPdCtbHEyc4ZVheKedxwvV06r65bwU+fKGNW8HyEMjT1lNKuTzM/oF60nuB03XxckH1fCHE0suYi9GHl/ks8EfAj6WUM8+xjO2YfrVDUkpDSnkU8+Xo9csZpJT3Sil3SimjUsrtmEJzr5SycKEHqd9Lm+pl3ITpu3v/0+ziwIyA0b6cIIToxRy9+b6U8n+cMwGuD1PQ/LWUMi+lLNejUtgwR3sueS47H2FDN9j/3Sk2X12ltefJ21VVJd63jvLSHKNTD+OPhHE2dqAlZxmbseG7eiMNapaqHTRNQ91k0OrvB7z4ncfweH4bXd+N3VtDcVxFY+SHqMYaytofsjB5HF8wTDh6M+bLoAtvyybw78DPFIaRJqVP4o+C6i3R7h3BnIj6h5hzK3yYoydXoI+1onY9/sJ2vgUrjEQeW/fjE7QUhw33L66junscA0AB7dFJFBFHH06iOFRz2N5tRxtZwtZj+rlri3lyc9O4FnyoHgdK0ItitBNwJaDdB4oGs27URAXcHpgtQ1Wnkq3gzFTAqYLHDnY7StyLEveZk+XCnifV+WVNoBm3VkKEBwAoKx4KJRsN52SbzE7ic/iIuC988lxy9BRapUw5u8Rjo3A1DV0zBaZRreKKRcmn5gloEfKksSkuxhf30MFOajEdT9CGcynDkn6I5BUu2ubDDBfOov1YY3FHG9EHphnRNVbfmiB5sJ+kWyOebsDuHqUhmGVtsMDo3gpHJ6pUvL1QS9Lab0ejRinbTEt7lolkkYaCH/fCEqOuGVbbFjFmOtCjblSfE0W1IoFdCrRNTQxPtXV8HNOyY8MUEB9vm5p4qkk3LyhSyoQQ4suYk9t+BUgD78D0e32qfYpCiJ9hhpv64lPlq/MzzKHnd2P6Q373HMFyBHirEEJd4R6xDTN2IZj+wE3AsBACHjcaHRRC/LWU8uNPc+xHMEXoOzGHmZ+OzwMfqUd+eA+mn+ZKjrBs9XicbcCPln/ULdaPWa2FEJ/iWYqllyf7h02f4Cf2YTP9RecezKglzycu7C7gnUKI70kpx4QQ6zDdFv5tOYMQYgdmH7DVt70P8+VwebsNU7g667/d9U0VKaVen3y5DdP9woN5P9xGPSKEECKCGVHiu1LKxfqoxD8AY8DJep4BTBeOL0kp//Q87TiNaWH+sBDirzBfTn4dU7QffR7n5yXjshPCvpiX3hvW0ODbC/6mx9KL6RJ6TccX8wIQaO4gFOrGr0+gdPYw6/TQ5/VTTRxEztvoDFVpmRyj0nkd6bSK26nT1XE7Hr+LTCaI4igB86iu64EqLuZo6VxLudwHOFlc7CQSKZBJ5bGXv4XPG0bxhAm3rUWxPUq1ugOHYx/QDOzDnBD9M8yXtBxql445AfmpJyMpkfMLTVtrEKUzhFGoUN0zaVp8MdCn0hiZEqXRWZS4B+dsjspiEpvLi31eI58cxdPRjGJ3UNx9BtfOPmq7Rym6SwTCzej9bpgsU/Ma2NsbccpFUwDnqxByQbqAMaOj2FXUmAel+ZU3cucJuynnK7h8TrwNfoZRidR0aqUaLr9ptW8P1F+0K3lYkND6zBZjQ9coF7IYtRrmqIABdhuqzYZeKUKtQiG1SKBtFYrDgzMLziREfD3ozhqGZmd0cRi3o42YsZbS7AwF30E6Rn0YnYv4g0UWwgFUR5Sz8z0EA7OU9AAlZS+B6C8wMXyKmr+KY4OX0OwSsdYTOIgzJpNkYwLmixi6A1d+hIHWm5hvqRAZyaKU8+hVP2rHgCWCLzHapiY+NdXW8W1Mi87QSyWC4bEH8LuAiboI+B3gH4UQNeBfpZTT9UlnO8/Z9UPAQ3UR/VHM2fJu4DXAVVLKDwPUIy78E6ZFt7G+fSXfwpy49kdCiE9g+uK+j8fdKT7NE8V2O2YItTupC4SnQkqZF0L8NvCFulvHl6WUs0KIxnqb07Ieh1ZKOSGE+CGmL3KYJ/sVfx74aT2W608w3Sg28Pikv+ctluppLsx/LCpgr+fRpZTL4e4uUfZ/CrY/1odfIhFM3SJ63/Ms5g8wX3weqt8Pi5jRTz62Is+fYMYutmO+pL1BSvnzFdvfBfzLit/F+vdNmG4MNsyIIQLz+u4GbpBSnq7nM4BfAj5R98FPYoYYvHXFtf9fmKMbHxZCrBwh+ZiU8mP1/n4n8HHMUG82zFBqbz7Hj/iS5bJcUGPu2BALe04RveYKWtaa7lxaTcfQDexOc7i+UsiSOyqJ7tzO+O676Vh/E0axBg0eMpkMwWCQ9OAe3B1bMJJJloaP4PHkiLTdgdpsYP6vPIyeP4nqiwHXsbBQpqHheywsvAmfbwlHJkjNeAB38/vQkwXUyP3oSzGM0HrGxh6ht1fHqE1jqFeytDRPQ8MezJjWN2D+3/4ZpntR+3la+cxU8hkK8zN4xpwYUxlsO9tNi6/TjlGpUXt0As1TozqfwZZTqOoV6PPgsYepnUiQWF0jkrRTNcoEKhHojJgrzpWKKG4PxvASaAYUqxB2m6vOVQ1wKCgbm1AMBecN5zHLv4zRNZ3UVIZoZxiA8p49qFu2U86UH4s//Fwo59Ls/9JHCXcIxh+9l9TwcXOJaxQc/hBg4A41UMosUc0mUV1ugs3t2A0brTuacScHKBmzxCObOFoeZ5Wxm/gVDYz8aBDf2iuI7jxGevZazkxWMXQXrZ4Z8tlmPL4EQ3M+lLEkA2ED99oQKb2APNNHX1OCYnmcydRqajUfEY9Gphbmmh12mrkVNeqltmcCtT+GvTeKUn8RsLhwxCtkQY3zxBEuAnsw45eeqOe5GdPv8kpMd4h5zEk7/yCfGEe4B1Mg3I45JLuE6W/8SSnlnhX5Iph+upOAODeeaT2O8D/yeBzhv5bniSNcz9uNaWF+LnGEr8IUorOYlsS/WhF/FSHEHZhDff8spXzvecpZGUf4LPAh+cQ4wt/jiWLpT87Z/ms8USwtc9OyqBJCjAJd52x/QEp544W01cLi5cxlKYRnjwxTKWr4mhqI9Tz98HQ5m2Lkwe/S4l3PXOYk5db1rN++GWMuh9ocYGFhgWq1Sjis4KkWwNsGWhVcR5kaPgS6F68jTdBdQvFNofqvBh7GqLyN0uApah2vx1fci+LuJadMEgj4gDXA/yGf/2U8xSJK7H4WFnqIxzsxJ2S6gVdhjnZsxByZWF+v8UnMCCzuJ7XlfOi1KkZeo/Rfh2BtCFfYXB63JhMwlgKbQmZdCM9IHodqA4dCvruG+6xBMV/AFQ+glKowVcFotOHIq+B3gm5AoUbNrWOvKtAVhpk8tAZgNgsdYZxXtKPWLfCvJMp79pgRJC4UXTP7jOPpr5lWrTD28I/Y/6WPgs2OVi3hbWinMDNMSKxnOj1JZ6QFZy6Eu8/D9OFDtKzpp2/dexhPHsApKxBqIdO+QN9AhkKuQIMrS+q7XmauqhBu0Rk/46WoNxE10tQMKI6H6d82zYGz3XS2u9By01QrsyyO+9EDDTh8OnrNQcXVSEsgij8Yo6ffRymlU1vKEtECeJwRlI4QtpYgtvO48Fg8Na8UIWxhYWFxqXLZTZYD8DU3Ytg8BJp8TJ94+sgFqXEJdgdVrUI+M0cgHqEyk2J+4ihTw+Po5RqadgqPZwGCWajmoJKlejKMLRsn2hyjatxE0VFB9f9vTFeGHSjODdi1dgK5H6E23oYSLOB21zBf6v8LaELTTqE2nEBRBPH4avREFXNhoQOYcdpj6HNHMYo5APTxFGZs+QsTwQBLwydQUiW8v34F9jmDmlwwrXhxH/REoKbjOzWPvSUEbgekygRWr8Fmc+J3+nBkDexzFexhJw6fD5p8sCoG3WHoDbNYKYDdDtkKlKswlzNdJTCoyQT67Ctv4YVnJYIByhnIzT5jttT4GcBg9Z2/gs3uxBNrpZycQ7E5KS8laQp2kp2ZwWmolPIVIi2ryWpRDj34efJT03h84Fm1RPtCL6MPl0j/sMDCniUmVwmcR0IcO96DLd9AMhOhIm3MywWC/ccoplfR70vR1PogmjZDtVbDaAvgKyWoaFG0qkJX+CQta6IY6iJOw0dD0kPb1s0UqirTpST5kXm0oUUMK4KEhYWFhcUlxGXnIwyQmc/hjbiplmq0rmt62rxN667E4Q0yfPc3WPuG95GYG2G+dhqnEqSp5iVRzdPevQOtcBQ5EmHNQAXFM4etbxhnqhO3I0PKfgLV/Roo/ht44lCNMnjyy/QGm5muXk+8ehiH4xs4HOuBbgw9jKKOEwyuxXTrSgM1lOgssJuZme20tJwFhlCbXofpWgZKx7mTi5+ZhtWb0VNFasdnwWEDnw1qNfQT81Cqgl3BllPNpZNtNiqlCs5vHDRXJG/wQ7EGfhcVtYxzSYGIG2ZzoChQrNK0vo/qbApHFbSyBvYytoFGbKtj2DrDKK+gWMLPGbsbQ6k+Fgy0lClTTBWJ1N0rlon2rCXcsYqRn/4n6FWq+TRapQQ2J7pmkDt7Al9LF3P5YRxzDvSMQahsp+bM46i5mdiisdO5k8zoPuJruzAaatTizVRKIezrDOypMrbBEtG1KqtuqZE9vY7RuSqNrfM0JAtM7eomtPo0bred8ZEU9nKOpVIOb9iLr9GJLT/B2p6b4cQiw0unWO0OEHMWMWwNTNgzeAtpjNlxlPYrnnQKLCxeTgghTvBkVwIA6lExLCwsXiZclkK4bUMzo/smaeiLXVD+gBGj57Y3cPrQA7R4y9QiVzI/m8QVKBGL28mNH8HXsArREYScAqEIzHUSbnJRzX4Ct7EVhzKEPr6ZRFihqekhmvsCqH43wcSDOBzdaMlbKBxrgDYFX+Mk5GIoLVEMLQFaIwvpceLxHPAlWlq+iRk5YA3mhDk7kEdRnkrUHwSeekKWGvZAUxDKOtq+CYh6zUgPZQU0zTxUugKNHpxloFx39c1WqGgVnD4vTkcAsiWYylJ16jh0O2xoRB8ZJ7eqkch8FdumZhSbSjExi78WgWwZJfrKco041y3iyHiSTZ3PEB1Cq1A9dRLnVaa/ujvowh10PSmboqrYnC7iG66je2GByf33oVWqqHYHlVwSDI38/DjuUAOqLWTGnOppxGvvJbS6CUfSxmJ1H95besiPzuGfG6TEDF1TJYq/UCay0EhmYy8O7wJHEhFaVh2jMe7i0O4oSmQap15jNttDg3OB2UwbjqiDpq4FUiNu9JlbqA14cLVFKUxnENtuRy+UUZtraPsMmrNl5uw2WpKd4MihNllaweLli5Ry3cWug4WFxQvDZekaARBpD6Frz2yNHH3oh1RqZdyBBnp8qwisvRW7LU28uIgz7KPqCqM3bcSo+FDtNpQQwHHmnWn0xBKO8B2EbMcoTx8Hf4J4oJGhvW/FMN7O0QcjePTbAAPFHsXR1U3e8z1KtjvIeq8GnFD7Ccb8buJxG2b0k+9hTpQ+gjkv4hjmyqL3rKj1crtKPJMINgoVjHINpdmPfXsr9rdtwNYfM4tw2UFRwWmDgJPaTBH8dmjzoVCjmirgVGwwVzBdHlQVvA4cDif4nDCURO3tJHK2RC1bhNkcRqKAO+NEjftQX2EiGJ7sFrG+PfzMO7lDOK+68YKPEepYRd+Nb6B53U6wqWj5pOlnDDSF1qHXKjRvuoNquEbl9BAOt5PIdDvhoTLqoMrC/XtYsnso3HkjgVCQ9MAVpIf8ZIMe2jv2EI9KmlvGSaUFQ2e9bNk0iD3VSW46RzycZPKsn3X9+6nmMtRyEG0NMrZwiDVrdlKY+Sb+SJjarjHKC/Okx2eohXXSjVM4ysPMe8tmJBELCwsLC4tLgMtWCLv8Tmz2Z25++87bcFYcZE9KCHiYTeYJtXRR7uyncnaUoZMnSR6+B7V4EC1bRtfzQB9NTRXUwEPo2X2orVfjcK9jcKmHvPYwTU0O/P40G6+vQraIngqg2FWMeAWX58143Ab+UgwoUzY2k/G/Dj1/D+CmUvlFshOrSCTehmkJTmFGOzkMPIrpQ7wPKKOP3cfjovgpUBQMwJjKAApqxTAnukW9kC5RjLlYchQh4EAPAbpObTaP3WvHYbNDVYeAAyoGLJWplspobgXlqg7w2mGxCFEXjqYItARRV8VQO0Joo6/0WO8mtmcbMiwzDenJp81S1atUCllqAzHaxXpq/iY0xQ6qjbnFI2iVKqmRR9ENCG/YSHwyje+Ofmw7d5K02Sj6szTNpynsfpjikQJ6hx3WJGg4PsT8TAu2lJ9aKYU3c5bMXDtnhiI0RvdiC7iYfLCB1CSMj4WIdyySTrei1YKILbcytU/i2b0OXTFIeWtUnC5co2GMhWG8zT4WC23owymqx8eexxm1sLCwsLB44bhshXAhWXzmTIDd7sS2tpHo1h34PTH8U/PM7dtN1BfEtaGTvuZuWuJx6PYzUVigVPKgaR40rYIaCqD4Fjh75kFGJ53EYzN4ypJKYJ7y9x3ohavRsxmMqk5ttIBz7iiByjfQRzpQYqagdrtfRzj8HRTX64GHyWb/hYo3RTyeYFnwmkusRzBjrH8XkNRqD1Fs2A540OeyGMXqiolpo4+1T/E4UF121I4Qil1FaQugtoegqlFzGLh9biKKl+pcHqpQsRWxB53UilBxQ61iYJSq1MIKOMCh2GGujPHgmDkpbjwJpRqGXEDtCaOfnMeIeFBCr7DFNF4o/E0QaHn8dykNZ34Ic8cZ/O674eyPGZo/QnT+AZqrLuKbrkW/6Rqc4SZsbi+4vfibOlkcPIrT5UUZncXduIrs7DTTB+9BXZchkGnAPSiJHD9L7dWvIT8pcR/dic1RpDxcIJ/N0Ns7BCEHvWsfYX4+zLwvRrHkpZRdxF1O0b4qR6XQTNCn4XO6CQYctETjJISbhZEjeBNVPKHT+K7owt3nI31fkHBfF6Vcgequk+jpEka5hj7zypssaWFhYWHx8uGyFcLRcyYiPS25CrZUDa1So+ILEtl5E9NkObvvGM6Ql+RSBKOwgZ6eGu65HOVDh1gYv4dcrpHDx2/F64oSnT9NeshNwbkacos4X3UvEye+jzbrI5HzY2udRG1uAMVP2TuGRpnZI99iZuYg0INibwCuolK5iVjsKsxFj27FXLylFfADR6lUHiGbncQwDEolgD7UJo+5DHPkTL1B51/IorZ3kmQyiT49RsVhYN/chqHUyKopKp4Kig7lSoWaVsFmgNPlBjsoioK9YJhuE+UatoDT9Bd226CowVQamgIwlkLtj2KMp7E1v3J9RCvHjpGcSJF59Ch6Ov2M+c1FMoDZIzDxCMX8Akw+CqMPwvgj5LQKTO+nfdVrYff/IxxoZyK4lbF4jM6dr6HRuwp0Fae/GZsBpUIasfl2aqEWlNZehg/+GM8Pvo+3pNJ0JE556FGM5ihayzpcex8hmrUTchynunMN6+6Yw4i4mH+0k9buRfKZJm5eO0SADAmjAw9p7MUU00eaiXXl6Rhw0rreTjX5EGq3BxwlonoYd78HZ0hh6vgJjOEK9jbIn96PozHD2NZHyCWnMRYKqC2vvEVVLCwsLCxePly2QvjZYBSrFOQYRQ/M2yrkfvJzmvw5NuxcC4kCegwUrwP9xBhKW4zFBo10xoX92HfZujVMW9ctxH9hHa7+dmZmGnEHBikkd0JYw3V7kIbaDNOHXGiqE3vjNCXtPoxsmPmih5YW0FNFjBLoCTctLT8nl5sECphLLgeBAcxL2YWqNuHxBLHZvkEg8MeYq0+eBjQU1zbM1Q9jmC4Ti4+1UZ/NYtvcjDcHaiyEU7FTklPkJ6cJVoLYcwp6rYanEsBeUdFUoFjB7lTNaBMVIFUz/T/V+gLwuukWUNMMKFRQWoMoQTfOm3tRfK/cxRUc/f2E20MUOhtRQ88cyaNy+AhUizB4D3Rdx+zMXjRvA8RWw+pXs6BXYPYw7mAbvPHL2FU74VVXc/OmN+OJNPLq17+Tri3b6dj5/9l77zBJrvLe/1Odc+6enpy3ZmZzXu1KqwQSCCGCwWScsMHZwL325WIbbF9jjHH42cbYJBvbgMlRKCAhaZU259mZMzlPz3TOuer3R/VKo9VKWgGKzOd5+tntqlOnTlWdnvqe97znfa/B3tSG2ewgnl3G0zWEeuJRgsFuqt4QrtYBppPnME5HqN57J0m1Al5o3lJnYjRP7qEVTp4ZYGXOzZzSTV1ykLyvxGTBSFFyEIyOYg/MYOx2YS0XqY0oMH8Ko1Gmc+svkT46QeC0Qi3oRaHE8o+zNLn3I1lk0NcpOdvIZV3InX+EdUaicj7C8xHHfJ111llnnXWeinUh/AyodYXUidMUlAROl5PNljDh7deQHzej5K2sJuNkM8MoSxnoCbJw7hCmAmzwb0Fpd5HL6ZmZ+Xcij6YI1Sq0Wc6Rn70Rc81A+0KVevKvUKsXaO00EUuGUKuvwRHcjrT4KK5Aknr+v4jndZTmVtEFdcBu9PobUUpOyrkvo2U+NKFZiLvQJa4jGp1Fp3snJpOBZLINLamRHphASyOeRQsFUQKqAOjCTiSzAXPTAmrJQknWYTHbceLV/IJ9KnV9FYNVgooCHgkMCrVsIy5six3Meqr9VpRKBcMGnxZGDTBYDJApUT86j5oooCznnscn+PwjWa1IkkQ4HIb0POXDhy9fsFaG9DzmXTth9Luw/4OweJylR5eRxn8Ep/6dlcMPYyi5WOi8Cs5+mUfu+gqPzo6wMH0745Es52PnWTr3AL3XvYHc4gzlTJrOAzdQLWfo7OkjuO8gktdHzegk+d0v4T+5BJKCaTlO6MwxiuejpNJNBGpVvJtrbKsPs3nfGHbDNOe+ZKP9NdMYa2ViZ/RIvR6i8VZsLc2sSkHqOiP2jgNYKznqo1EK1QoJwzyp6DKK00GwdxvMToNSwRyaRY1N0h+wsXhqjColYrWXdz9YZ5111lnnxc/68u2nQZlNoev0YGlqwZgENVlieeQsxj2babl2I4V8noXlZXI1Hd1No6CPkjBA0LOR+fgwTRtuRF/S0e66DhwlVOU+jHOb8DaVKF04jeOm3yZ2VkWJeNH7ltE5TlOfDjCmX6I/1I29kiVXey/GygXMbi+RSYWmnhIWDqEY58lHNmPMVpAcXWD9KpLh3UjBr9AsXQukUeLbsNjOoy2iWwCiQDNayLUymjvFHFqadg3JLJPMnUJX10GrHRJlCoYquuk6ql1HRoliLjgxly1UTGAKWsFrhWwB9GA8n4U6MJHQtLYeLdaw1QA+K6oKBKwoySI678vTT1jJZqnPzWPcOERtcRHT1q2XLVdX4cHZBNdtaYfmHTB7CEopdujuROf5VbBuRn3on3B7d+Ls38b33G3cdtXrwdtN5Ox/47YXMNuGODvnZVt/K4Ovew/jd/8P6aURwpt3kLhwiuqRh+h/34eI33U3+t7dmCpJJHEeRVKR5hP4dA4yR49QstowJbupxeYh5sJX30LzvntQnBaKdStlo4HaQhmd3kjq5BKGtq0UCjlspgLucob8TBV72IVZb2ZBKaBf1pFNLOGQ/Oi3jKBPO9g0OMjSdJ4mo5PyzBzBplYt7fZ6trl11lnnRU4jTfi1wK8LIT63ZrsbLZW3HegGrgM+KoTouuT464D7LmaKlGVZD/wF8A7ABywBfyeE+Lc1x1wNfALYCOSAfwP+4mK6cFmW3wr8NrAVcF4uC6Usy68DPgr0oYmAv77kHJ8CbkVbaFQCHgQ+eDGVuCzLt6ClPt+C9kYfBj4shHhgTR0dwN8BB9Esb98HflcI8cy+gS8C1oXw06Dr9KAsZJgfvR9Hxcf0A98ntP9W2ksm1AuPsnJkBofbjc/ZxXJynpVjy3i29pBMZrHWIkxeOIKy2M7ADgPzh0dxtXdSNI9ReiiK/4Ya9dKHWMqu0F3+PYwmD2a1Sr08g9k5TnKmTFNXivSYF0cwjqSfw1Q1U1iexeKuoUTncbvjLMVNOKoPU5wt0Tx4iuzqbTjDU0hSDZ3/PFZ2orlRDAM2lIUaujaAHeRyczgcHY9db7FYxGq14m/uQGpZpnqnAd3VGWwnvOQ3SBiGixhdQaQmA+iMmFwmiOSoLBfRKWCoSpR9YF7V6qvrQbXrMRTqVDtMGEolDFvC6LxWpJfxjLjO6US3cYjy4cMY2npQ9XpGjtyO3L8fvW9NTGGDgc39bSC+T108it7rpvbw32P19sDJL4LByKh8Nde5eolUUzTNKKRkL25VpdC0CaWcZeJMkYNXdwFQjC9j9zeh6gKsjl7AWZKwBFvRFR9Ab61B+wYKR+YxO23Uwhsx2kzwmlswLYxR3dROU/o8hUoG6+RelmzjeHUBcufypMo6elstlKQI2ZNO4noY3LGf6NgZSqVtpMezVB0SjuwsKVqwdjvR+5bRnwXJGiUy6cIeKFNbWaG5b4r6+d0UQgbMiRq1cysY97S9MA9qneeNhojYj+ZEBZpf1n8DfyKEUBplrgX+N7APLT1mFC2N5qeEEPetqasL+FPglWgCIg4cBz4JhID/AVqFEI/7fvGYqHgA6BNCTMuyvB34FLANiAGfFEL84yXHvBH4Y2ADUAS+JoT47Su85oPAHzWuxwisAHejCZv3AweEELsvc9wfA7/SaKcqy/LbgD8H2tDCAr1fCPHjRtkNwMeAq9D85OaBfxBCfOaSOv8A+AAQAE4BvyWEONPYZwX+s3EfeoE/F0J89Equ8eeQYeB9wOfWbHs32gr0Zxtb+reAXwNuEEIMN/r/nbIsTwgh7pVluRO4A/g9tOczhBYnNQv8faOOJPAvaLFVP3/pCWRZ3ov2e3gDWt870DjHqhDi241i/wL8HyFEVpZlO5o4/xpwMfORF/gn4MdAvnH9P5RleUAIMd8Q9N9Ds7h1og0Ivt5o8+ue5T15QVh3jXgKMkt3AKCEbXjk7RSNTgj10bZhP8v2KplwC9LVzch7rqLssyCV/Xi7ZMr5IBvUMbIXqtQWCnh9PqTiGO23VlGPnye1GMDa6SW/MsH8iQphXx+5yudYzifBvRs8IfJnZ6nFzrFifhXG1UnOnnCyctbPspiketKGlLUjzvSQWb0NqZxifroPi8VAPbVIduQUYEBJq+Rjt5JPTVEuL5JdiQBLSM15Eok6ijJFJJIARsnnhykUcpRKJWAEqf0cylSW+s5livoQmZYc5fkVzNs6MDbZMQyFoFKnNpmiYqgjmXQYdDqwGTDrHWDWUVNAbzNgyNfBb8W4rCLVDaiRPJJJj2R7+VoBV84foXzsGDNdRiSjHsloZGjva6gvLlC8/wHUcpnSgw9RP34c/6P/BHOPoIw9THX6PuL2ILMtm8ha3ZTLGa6TbODvx9B1HT1v+FVG8icZvec/aC0UaDHZcLa5Hjtvy7aDhDfvJ9C2AfRGNr3/L2myOVi4PUWJHPnR+1lx2qnK3VRe/1qiGwdZ/NFdRFr1dLbJRBxBePUA/tfeRF8npOa70XndtJciVKIBYoVrMIT7GbS2oi7NsW/wWvxFF95NAwQHTZilQXz7+whOpkhEO7DUwkiFAM2tUC0APS6ixiGS1iUqBTux1WFUmwG1XHvhHtbPOfs+clfPvo/cddO+j9zV8zyc7mNCCEcj89qr0UTAewFkWX432kv/EWBro8xWtJf4Gy9WIMvyIFpwdBNwI5r4G0J78b4ZzRIVBX7pMud/L3B3QwS7gDvRhIUP+EXgo7Isv2nNud4O/CvwYTQx0MFlxMblkGX5HY26HwY2CyFcwDVoU3A3NerdJcvyjkuO0wHvAT7TEMH7gS+gCWc38I/A9xsWOBrtug/Y3bgX7wP+RpblX1hT51vRBg6/2LjWu9HE0MWVqiraff8NNDHzkuIrbxns+cpbBm/6ylsGn48+/F2gVZblXWu2vRfNUvts6QMOCSGGARoW1mG0AQnALcCsEOLfhRB1IcQ5tL7wOxcrEELcJYT4ClpygcvxRuBeIcSdQghFCPEg8O1L6hgWQqwN36MA8pr9XxJCfFsIkRZC1IQQ/4w2KLw4iNuA9lv9v0KIohAiBvwlcNuafvqiZt0ifAlqoYKar2K07UKZnSC6nMRbLaO0eWj37MFU1WOv17DpvaxEJlj1n0Qqe8l47LhGfowa9pNvvgVHzz0UHN2Mjsex9e/CXhhlNRTHUzHjGFKoLdaRWrqZvN+LOzaH25YnZY2QyZ6izWZhwtnJ1sJdVM4fIbRzA+WqjrAnRD4zgKN8ghadmfpsEn3nNbhCJyiqvaiZUeIZJ9XRO3HVb2Y+cwaHbxWDspNwpxt4iFIli92+gE43TG/vEODDat0IFLDZTgNdoMaQnLdilnRYAjak1Dw0d6FssFM6vII0nqPsyOEZ7Iesok1vx7LUChVNEHe60eWKsFoCsw4yZbAYkHq96Px2eJkvkGratBcSUwQLMWpTD2Oo9KHYmpBSY+ibhqiOjSHZbejKFyjddzeW3ZtQl8eIlCuU/Z1Ek8voow5Wm5owPfwIDybS7N98PYkJC5u9aQLbrya6ukSwVmR7Vwv5ah670U7lzBkcO7diz/iZX53g9Ff/Af9QP+b//A7m8LXYejaRanYRuXET6YQZq0HC0fsqIqUCxsOr6Ab9xKMuVibvx2HrYPBVDhIZI7mYmXo2TVcgSVfLzcydP4+/aQuzS2MMtO3h5LEVtvpslG11CudP4pf7sETOIlk8KDs2UfxxEp88QNRgxJqrkmuSCCkOJN0mJCQtHfc6zzv7PnLXB9FW0xqA2r6P3PVXh//s5r99Ps4thLggy/KDwKaGFeofgY8LIT62pkwG+Ebjc5H/DzgrhHjnmm05tKxCXwGQZfmzaKLu7y4WkGXZD7wJeEtj0xvRnLj+omGRPtw47reAbzQE6SeAPxNC3NE4poomwp+WxvX8E/CJS64nAvz1mnL3oQnX31hz+KvR/Ne+0Pj+G8D3hBA/aHz/vCzLvwH8Mprl9ghwZM3xh2RZ/hHaFP43G9veB3xWCHG4cd6/aGx7A/CfQogSDQujLMulZ7q+FxNfecvgE/rwV94y+Fdv++rIc9mHq2jW4N8Efq1h9XcCt6P14WfDZ4CvyrK8FS0z1vVAD9qAEDRD5aV/HCWgR5ZlV+P38Uw8VR3b126QZfk3gY+jDaZqaDMzl0WW5W2Ap9Hmi+e4WC+X/H8b2uDvRc26RfgS1GgBNVPG6gmSKOfw+9pRyg5SMxMsLS+QHjtMJRlDnBnG2rUBR2gnZmuZwMS3Kfbsp5ZYZXHlPkwt+yjP23EtncWYPUltoQvryAhGb4To9FEIWLGHT9HRPIxuyIc9ncDVX8Mj+0kaVmm+cIqZE0eQbt1C6lgOm6kdXIuUrRLZiRiSvx3bkIPJMxPYxkIsHmtBP9NM0PIQOpI4zUl84RjWVJ1mqYLJdC+V8iiVbBaj8Q5ggpWV08AmdLoitdp9xOPtgEDSX4MUyiAFbUgmPbrmThxv3o1tQwfKnlVsb9iOZ8sWDJ0pJFcOciWqFh26LU3UimWYy6DDCF4z6HXQ7ACHGTVaAKMOyaB/YR/yc021yMmlR7k7PcVI1wHG7TqUWIxKREEymdHrMphNk/DAJzGYojB+JzpnDM98gViyGWthHo/xBCavmXR5Bncly2RqjHrpP5lxBrk7O0k26QBHGE58juORo1TqFQpdMsVaESnQz/43fpCWLVdjS85j2rmR5OIM1GrY5+Yx1mMo1Mm6BzHEVrHpcqjVkzR39WGaWyZsm8Rq6CUqsqyOm+jfbUUKdpFLhEn5fkTOG2Dhe1+iNeslFYkSDqksGn9IzW2iPhaFmMpKyUN+Mon0wAzFpiqSvkb23kcxVQ2E9a0Y+8wQiWnRREwv8/7wIqRhAf4QWggZd+PfDz1PlmFkWd6MZiF9EG261g18+RmOsQI3oLlUPB2fA3plWb5+zbZfQrMU3974vhU4ddEto8FxHrfGbUBbieyXZXlYluWoLMv3Ntwpnon9aJba/3qGcp8G3rbGMguadfGbQojomnYev+S4te18Ag0Rvhct9ehFnlBH45pPPlUdLxUaFuAn9eHnwTL8GeDNDd/g9wGfRbOirqVDluXU2g/wg0vKTAP3oD2LCpoA/r9CiAuN/Xehid5fl2XZ2BCgv9rYd6VxJ78HvFKW5VtlWTY0fhOvv/R4IcSnhRButD7/Z2juM09CluUw2sD0k0KI8YuHo4Wm+rgsy45GmQ8/y3a+oKwLYVIwc4jM0jQARXsRzAZWLxwjsGEbq4ujzOuWcRQq9Mp7GDfWqOrimCwVJk7fz9LkMPOTw+TU7XiNWSwbmjCOzzH7yBnsui7kne9i8Qdlkrbz+N68m8zIMp4mMzMTYWK392MPB2BeoTTURSWbp3zhFKkJI0V9mv5dXZTHJnG0pSg7tsCFjWQK82T0BvSH70Y9+TA7Q014hmYZCnuI1CzEjR7cVhdqYoLyhB+/ciOStZV8IsjE4YOYMi0sTXUBCuHwRd/hL2IyVfD7FSCOms9SjzlZPvcwcBJL1kupVCKZTBIYeBPJ0gqlSARS7ZR6Peiv76FoKKFLlTE4reA1Qb4EJUVLu1yoodscRnUbybqe6jm8fFD0JsLj8JaBX2BryECPpxejLGO/6SqMXhDOAUp1CV33TqRiFLLzGFBwhcv0K4fZ7htgPPh22jIRxKa34qlO0JduYdK9jZ56nR31nVS7jFQVM+x8D9c2H8CkKFj0FoK2IAD52BIGswX9ElRSMboPvoqyUiPUbyZWkshVkuQKCaID7QS2HiQrNbE4ayAgClSUV6K3umhv3UE2WcDufQNuaxPutkEqk9eybV8nmw6+mwX3SZRmHe237KTd8gYWoiNYrB0kWvTY0kmUDSEMu6oEWrvI1ibwDG7CFLYTHTuH+PEiasmMrtf/Aj+tn1v6ePKMoJ61K2d/9vyfhijIAWfRLJnfBYKN/YsXC8qy/PZG2cwaK6Wv0cZFngYhxFKj3vet2fwbaFbReuO7Cy0t51pSje2g+dKCZkF+HdCO5uZwhyzLnme4ztCl1/MUfAfNmv1OAFmW29Gmwz+9pswztfMxZFk2AF9C81f9z5+kjpcYL0QfRggxj+aO8r+A27i8u8ycEMKz9oO2IG0tn0IbNG1A8yHfBfyhLMvvaZxnAq3v/Rqaf/nn0FwwFDTf4Ctp64Noswd/Cayiuch8Fs0n/nLll9CE/u2yLAfW7pNluRW4H82l6ENrjqkBr0X7HU+iudl8rbH7sud5sbEuhEmg6LaQXpikOrFCaSnB2IlDuIMyi6PT2LI+bLUwyZCO2flHaSvqKS4miS0M4y0a6O9voWtoN3mTnTPHx6iu1KjLO3G15jA6HRQMglS7RPLLMWzmIB3vLJA6XSKQj+G1ChZHElhv7KKgjsLKlzCMKXS8Tofz4OvIHzORvVtiUdmGWv06VouT9qZligu9ZNzNREq3kNVlSM0eoDrwV5idCRz5TmLnw4xmOijZ4uRsFhKVM2QWy5iLveha72VmeYmVKRkl2YtmKLiHmZki5TLABpbTbqq2DHldDmWxD13nWSwWC16vF1CwKmns123EsKOFimSGaBHTkB/DQBjdQBB1yAODfqRNTZh+eQf6bS3odBKWq7rweDwv4LN+ftDp9LS84R1I9SpzSyskF6bhzH+DyQG+HoZsCcwPfQxdLYZS1N7L5+0hcHdTNEiMl/xsin2HJZ2eG4vjjNsG8WR+xIZIhsV8Caeqw2R0cmjmAVRFIZtbYjJ6BoPvccuqPdCC3RsmujyLt3Unhdu/j3l5irEjo1jyfnpcndjtKTq7otTrNcyBAC7lFPMDW3C3N9HvyJI3Knh8DsaO3IO1yUNre5a4fonlU2PgNzFgvo5ARyfJB49SyKfps8q49vbgOZbCnwyRc+pQ6zqU5DT2phCeljiJiSksujCtNj9Rd516JPtUt3Gd55YJGuG+11BHe5E9V3y8IQocaGKxgvZSvWj9bL1YUAjx5YZ4uA0wNzYnGm18rNzT8GngDbIshxpWsF6euMApg2ZFXIunsR20BUmgLTybaLgPfBRtIdBVz3Du1Uuv53IIIS5Os7+3sek9wGhDvFxpOwGQZdkEfBXtvt7aqPtZ1fES5IXowxf5NJrV8w4hxPJPWMcu4L+EEJNCCFUIcRZtcPTYAjMhxN1CiH1CCJ8QYheahfWIEKJwpSdp/Ja2Nuq4Hm1Qd9/THGJE6+ePrWKWZbkHbfbm+0KI37kYtWLNOSaEELcJIZqEED1oizaLPNFt50XLz4WPcCKRwOfzsTS/QFhxIDU7mT10O/4tVmI/jGDZ1kVAVyE5cpx41c1i5CGUR2I4HWGWW5sJWktkz4Ipn8bcvofl+CxeRxc5vYHxc98l2LGfyNgY8s2vxDGXQb8xgSvQRSLRQ+q+GQZSK5g+uJXEhQ3Ujz5K5fYCmTfsoP3aAbz3TODNl4hl0qgtrSQis9jul/C2ncC05w3Uz3wcx2CCmcxudCMPklGvx5peJM0Mnr0GVr40wuzmTg5uMCHlVLKVLFV/nnZfnEJdRcytsKHDjLtrhISlSjnnZnBokVwmx0KmSGmlDY9vJ5XKCKp6klqtD0WxUK4VCdU7qHgMWGhfczfHsVnzJCaHadq4h2wpi2So4pJ70GNBLwcwmQ2olRqSyQCcRbdnCwDKQgaaHUj6l+f4K5fLYbVa0RVqqFUFnc9GzhwiXlUoqD2YJ6Zo3rQdtVyiqtuEqTCJzqbNqG2Yr1LrMdNUha8vTXDa1UfrapAjrbsZKDbj39WDslij4itQdZSxRjP4cTA/9l3q4W30tux9Unv0cyu07jhA8aGHiemLpLfsJ4sHq8PG7NIS9uAgK+eKVN0ZOgp5Fkat2Pp7IHOYo8UmclMn6N7YiqfqxuBcplBqIxSK4i+HUK0nKUlmnNFF1HQTKbeKoT6He7EFo8MI4SZCczlKiwuU9BbqLRkc/k50pRkKKTsBhwdLsxflkVlq5TqGHS3P9+P6uebwn908te8jd/0VmmVHjyYg/urwn938VItufqYIIaKyLH8RbXHbu4E08Ha06AhPdUxRluUfo4Wb+txTlWvwY7Sp519F84f87iWC5Qzwi7Is69a4R+wETl88HVq4nbUvfPWS70/FI2gWu3egTTM/HZ8BPtSIaPFraH6aazmDJpjWshP44cUvDZeRb6FF2rhJCHFpgO6LdXyjUV6Hdk++egXX8qLlbV8dmfrKWwaf1Iff9tWR56MP34UWtUT8FHU8CLxDluXvCSFmZVneiOa28Jg1X5bl3WjPT9/Y9+tog8OL+/VowtXU+G5p7KoIIZTGs96J5n5hRfs9vJJGRAhZlr1ovuLfFULEG7MS/wzMAhcaZQbQXDi+IIT408tdSMPVaRYtqsQe4B/QFsemfuK78zzyshPChUIBSZKw1HRITjMjdx/B6nezsrJCeDrLvClG8WQZ2+oc9w8X2SO3Mv3dL7MY2Iu7owVfh43enb9Dvf5V5oWV5mo3iqFIs+UIhpZXsXzoQRKGLNWBScy117CabiV/YhnP1fvI5jO49g1x4qEvMdR6gAtLh2iuDqMe2Ez0TA/18SkqbTcSvD5K0j5GNNeDyVlmOVfBaLJSORan1CJwbLNw7nwfA+dXKXZ6SB9rov2qMImO+7Cufopw+F1EC1djclkx7PJgc0oMf0ehbDXh7p3E4TYRq+uxxtpodnuoKCnGJ3vRF51Eq3o2bYiQTRTQm5OEQvOk0j0kok04rGkmZwbYu7eMwXAYtv0mQpxmcDCDFh7xApAhGmlD74sRj46iN1pxDMUxWZ44y6aJYNAWdGvo2l7qM3FPj16vR5IkJH0eqbgMbERudqPXSUSyMsZ8jeqJQxhzhzAODXH+3FE2en0UsgrTNi9tmWXsziZuM8JUPkzR7KVD3E000MJ/3G7AGWzjKtt+vv3AMN6hOtcWI9S3vZ7JC3fQsrmNxdwcPZ7HZwWNORW1noK3vAPj0jyD1goPzy6xsqDHqa9TkBbRGVZxz0JtaB+2RBGpuEL13AKDr9yNfoOFYsHB4sqjBKttmMrjWOMbSaqThLp2Ul+qobra0Q3V4ZGTOMM9RFYidIRaqBcr6EsKk9Uczbgx5rvRTxZxTrpwGiSw1CGWQL+zDf1A8Cnv6TrPHYf/7Oa/3feRu76NZi2dfL5EMDz2An4XMN8QAe8H/kWW5RrwH0KIpYa/675LDv0D4KGGiP4LtNXyFuA1wFVCiA8ANCIu/CtayLBQY/9avoW2cO3Dsix/As2P9tdpuFMIIUqyLH8e+ANZlu9Bc3P4EJorwyNPd21CiLwsy78LfLbh1vFFIUREluVQ45rTohGHthF+6nbgi2hW2kv9ij8D3NOI5fojNDeKzTQW/TX8i7+PFv/1FiFE8TJN+lfgU7IsfwtNVP0h2mKmi+GzkGXZ3NimAwwNQaUIISqXqe9Fw9u+OvK3X3nL4GN9+HkSwTQsovf+lNX8IdrA56HG7yGOFv3kY2vK/AnawkcD2iDt9UKI+9fsfxfw72u+X3z+16O5MejRwqPJaM/3UeBaIcRoo5wKvA34RGNAlUQLMfiKNc/+j9BmNz4gy/IH1pzrY2sWg74OLczbxeQEfyeE+NSzuBcvKNLzkeJUlmVViJ9m4PTUqKqKqqosLCyg0+mwSyYkuwnzYpGMWiYxdx5nvZniwlmSlQUs6QTKvlsJx0GySDh2wfiJCLb2KDXLJvpDBvQ1KwuTXoKdbhaOHqIpHMVs8XHhv09Q7d9CTK2gWGso2Rp1q509u/aSmblAi9cHwRZWogtMpxIY9BLdyoMYjTspnLwHvc2LPbuC7tYKeruZ0oMBsvKraPZ+k3p0mdX8EKaVKh2vSTB5vwd7+xYyj57DaLTS8+Y3EV/5PrWZ47j7D1A4FUcpO5n06dgQqTCuM6NWYpja+2gdiGM3GTl5TmLbVjsrqyYKyQhqaCMmZQKLfQZ/IMnc0hYs1lmC/igzU4N4Aimmp8NYrRZaW/UEAm5WVnYTDi9w5EiRjRvDeDx2SqV+jMkipUIUZ/8ARuPLNxTaT8OpmQSmzAzyBhlD/AJqYoa05xV48odYHo1TOPZhwlKWRXMH40E9N8dmiYe2MKnswSUFOFdsoz+gMl4P49Ldwaat76TqkFipJ3FJZgZ69nF46VHS+So3916PKtUw6bXU1Wq1Dnodsz/4Mn5fG9Pf+Tr5A9eSWIrQMrSNiVgERVHYvlnH/JERwptvYeWuu5Bfv4HlooRf58Ec6Ka5vYeYOEWlqhBubydz/Hby8X5cARulCUE+FEINuunoH6R2aoFVxywt7m1ExucAleCmJEvldozR+1GtQfRL7fi8AU5PHGaLbSPW129Ecrx8023/tMiyjLhMkPyXGvKT4wgXgcNo8UuHG2VuQPO73IvmDrGKtmjnn8UT4wh3owmEm9AWpSXQpmA/eTEyQqOcF03ALgDypdO5jYVv/8LjcYT/RqyJI9xwN/gbNMuuHi2m8QcaU9hXcs0X4whfhWa1i6BZEv+64Wd6sdyr0BZKfV4I8Z7L1LM2jvA48Afi8TjCvwT8R+N+rl2w9aAQ4tVr6ng/T4wj/JuiEUe4sX8GLQbsWh4QQlx3Jde6zjovZV5SQrhY1AY7RqOReDyOJEkUCgX8VhelWJzs1BI+Twuzq0s4yikKuhpqIYan4CRBBX+bl7YbX4XkNBM5/F84uq8jXhC4iio6oxVrp41oNIHLAU73K4jHl1DE3VQMe/GlDcw88l0sqgu1qYdztRF8eYWS1Ui7o59kUI+tKlFUC8RXLyBf/yrOHz9Mr3me9KyRXJufra5u8onjWB2CRUsLga+fInn1IM3WIr5dOeI5H7Onw/hP30P3n76K2dvjOHutuIxLTNyTJ2WwYpovEZQmMRrc6L0S5nc5WP63HM6iE/XGEC45SXTSRGtXjVOj/Xi6ipiiO4lWT9PWFWBhNYZJV2brjhzDoz6sUjMjU1ZaO4z0BKqk1dPMzrbisrSTSavYvTPo9E70ehe7diWZOtuF0dtNS8t2dDod0nroqyei1EGnZzlZIFmoMmRaZiZVp8ucBlcbJV0TluF/BU83mR/8Hrb8HBImcqoDs67Gw23buapY58sWmWytwn7rbk7kCvgGi2zP7OKebI4t+7djtafxJap0ONt5eGWaa3cdXNOIk6xOhfCG/EjxVXJf/Rqzw8fxvONNTI8sobY4KOtdlMtV+pRpSn2voL27m9jULPaJO4lbpth8/e+wcn4c3+7XUMv/I8apnSib9jP7wCHsnhY6NvtQkh5OHX0YZ9FCc8aBeZObbGIUxdhFtHKedqmX3KAO56iNaD5Fa9CBKlnQX9VN4X+OYXa4kVpcmA92vVBP60XPy0UIr7POOuu8WHnJOGuWSiUKhQKLi4sIIVAUhYWFBfxuL9VvDOOsWgnULKTTw7hqZcJbN2No7qTvTb+Ius1P9649xFs8qPZFlpePEerZQM0wT7DpOGrIirFlB8lkK4ZkBIOpAJzE6Qzg3/0ufC475859k4wUY1I9Q7VJT7dkROlootnRzanyKIGKjtDmTqSwE0/TIMl778ds8RLavhmLaxKrK8zUybuo5MwkDS2YnEYyv/wq1GiB8tYtlB4yot7poskiKO9pZ/7rFyg7hxk9nWP4lIVCJYB/2wAWc4l6zUE67KJ8lYHkf9TxhgLUTHFiExWmTuzF5lTJ/CiFJVPEmFgmmryASXITSVkx61tpsZTRFcClLyImKvR2T2JQJUbmIiwv20kkXOQqwzS1nSSb9pDJdLKy4mF19SZcIfD5Bh9zA1jnEhYOE8+WSeQbhq/gAFZ3J2nfdkYKbhSzHoID0LoTlx4MZj/6lh3U0YPFy3XhrfxX4gDNhRbiY91M1l3I7jw3b3gVdXWYrj12hldOYovNYY9n+Wr2fvbvuHTtzg5CPW0YHVak7Az2X/1lOjYewKj3U6JOvmIjnUni9NhR5evJFAqcP/owifjtLHl34vD9IquZExjkKouLx7Cqv8e8J8bsxDmkVBF/uJXV734GJb2Kx+nH1hJgtRSnaDRgaNpEqVJmQ8+NqEYLE4cEi/Z5Eo5x1KqR2Mxh1NkUlqAF0hkMPS8776x11llnnXVeQrxkLML1ep16vc7dd91Bc1MTwbwVZTqO1B3gzPCP6Ah20t+ykZwvi9/Yw8kff5/mTU5Mnk1kpyepxaax9KboOviL1Kd+AJZppPoWdO1+tMgfOWAW1C0gxXg8Ao5GavouxP+MkyjHMVtVXD1ZRlNDbPGbmVxOsKE1QEUpYowZ0AV0FKsZ8h4vIadK9u6TGK5+Han4o3QGVsmr+2hxz5Gbd2Asf5eitA/bRhulf74T3XU7WcrWCG3z4PnxfSw4e0l3bMRROkd4JUapmGC1tBWjzobdtIK3P0r8gpVMrgwmPZ6aDeOrw9Qm3ZjbMmTcneRPpHB763QN6DkrPBQNHhRWCRs6mCsvkC/psLid1GoSq6s5HA4dBoMZvz+PqtqJx81s334VGzZsYHl5mebm5p/qWb7cmYvlQQKf3YTDYiR79Icctm6j3WdnQ7MLna4xgMgsU/74qzFfdzOVyQf5hqmX1pU8ueaNSNEgieAQ2x015mfGqW724jX3YOk1YkybMZcTlNr9VNUSTpMTv8WHQWegptRxmV2Y9Y2F9oUE2HxUTp0mmx9mBB2RZT0DiTzZoR6abVOsroYx1mooG4Ikj5+F1SJSfyeqxYEpdgbTag3b5o2Eq3lWDE6CxVb8LSUkpYpSaWd6aZTkYoEmv4nmLduIqQU8JRMmq5kRMUKnaZzVqoV23SCq2UQ9WiWhL2HuVwhaN6DfEn7hHtaLnHWL8IsTWZaHebIrAQCNqBjrrLPOS4SXjEVYr9dz9uRp2pwBXMdGWVldZS52DuMZQW+4l8HX9lOsq/jVTuarCVq7/QRr2wiUlum4EbxX16gO14k++mH0PRuJJ3aQy/WxsmhFc606D2wDScelIhggMVfGUFgimC3g0RlJnS/TXLNhTtqxWixMxotMJiXSfgd5tURqKk1iPEfubIL2A0WqrgSthk4WUoNUMgkk3U5Mq0tUTC4sA3qKNRdqb4BMvkTT1Cj6eydJql4k2Uqz+wT6WAKlo8h8rRfz4EmmrXmqB0MUbH6qxhq0ttDlN+FsKZI/Vqe0NI5xRMC8iqMyiTFXpHQiRVUyEg6aUB3biTnDqFIzIRdUKilUtY5RZ0XCTDhcxe3uxmzuZ2BgG36/Fu91XQQ/Mx0BOx1+Ow6LkVKlRqzrINfbx0kXq+h0EkvDK1rBUgJzm0Tt1H+RqnVxmzuE4+oP0D27QMbYhj0k8ejJY7R1ODk2dZygzoESmcIbLzOw6zraXS2023qZj+e4Z/wcNaWGxWBBL61JUGHzASBZLUz+8BF2NO+Bep1kKIDbm2Iy1YbZ58LZmqA+kQeTgnOjgUwxS3erA5Peim3LAIm5OEvmJspzy7gsVk6PzTC/eArD9hYszhCDV2+krXcjjE7RVLRQ1F8gMjrCxq1bcIRbMfuClCsLqH4DJeq07rLhOW+j7jSiZF5SyazWWQchxEbRSBd96eeFbts666zz7HjGecnGgoG/R8tTnkdz9P/0mv1NwJIQ4jlNDxWNRrFbbDQ5F5hoVXCXjmByWDEOGoiMr1K5J0rLYC/xUw9i9bZgcFyAhTpTpR8TO7EdfWkAX/sSfk8IuIbQkBmKCayrOrR1GZcuTn4cVVUhWcB/7X5Wp+eQ6mbqqXm29A2hpgs4Evdhct+I2W0mNrWAEvITDxsJOSXiGYn4bBhb9gSRTb0UxjJ4C4JidZhV7xD2VBIpUYTyEtFeCZPDiBrbQ2Z+Gd1tRfInE7g6O1iJjdN2kxnPRAbzRAdNpVnqE70sT8ZI2IZo63KQWXBjtZkpurw4ExVsNg9qFgx7bmEykWEub6Z/qIP5yVGwmHG7Q9QeHCY1NIDPV0Rf6CXQZ2BiegqHo5dYbJWOjgGam5txuy8NQ7nOU5JbYSQGGzpCWJYfhVQfhq3XcjHAWcvGJu0/Rjt0HEBXTGFfiKNWAzSnpnmUzczpR3j1XBPqtkEmzRbeeNNBipECvaYQq7UUmZHTJENmrCYXm5rbaXZcGmHpieh9zdh69jJ9bgyvw4wlHmXx2CkStqup3H0nalsb/s0tBJt6mPnendQ2bODMvbeTtjWzuW0RT/s2lNQiwZ3dJA1H8S/YMASuZvXMEVr7h9B5opSOnWZ2boHO7X0Eum/mfOSbeLMPU2vahX4xRT16Hp0zj7OqozZlA2sF5dwK3PCcxr9fZ5111llnnafkSizCH0LL0f4xtPh2H5dl+dOXlHnOp+6CwSB9gXYWvnMOfeQs5kwRJZ1GdUdwqnHMPftYnatQCeZRXTrslQH0V3tw+9sI2f14vUnar+umEGhn/PAEhVKZsmECY7cfOMrjUUeejCRJ+HftJn3uHDqjE8NKitah/Ywc+R6n5x/FkDJQytRZmYsQtPnIL0zTbneg5FWU9AwdnVY6Xvl2/NUyumAS5cB+zpl6yOXnce7eRUofJ56M4TSbsTTXycvTWLaYcB/N49hZo3THg/RTozalYGwP42hPY9+xB19nmU6HQlvfClbHBew9OyiISbrbNpIwB1l4eJHCzAyxoyPYA146W2xMnT5DINxJW5sHmzpDamAjVoODZNKONZQlk19GlvuwWJq57rqbaG1tXRfBzxZJT1/YiV4nQec1dG99shX9/FySyvSDEOhHl5riZNsvUvFvIZbtpddj4bae/XxTKZGrGugJbkS/4iIdL+Jpa8bpyzFjzJFPlzFkTLjMlxih6lWoPrE/qwYF25YBnBsHUApZDHodrq6D6DIT2LeGqboD+CJL6HJVem68HrfRRHfHVoxGHUuLFpZi55ip6zl/7iQLYypebwGnXeAt2Imk5yiZ25Hat2Hbew35hST1yQRdSjsjxxI4Ykv4p+MUdYsoKwmWq6tgTIJZT9y4AJVLs5Ous84666yzzvPDlQjhdwDvFUL8fSOY8j7gNbIsr40R95w7GitLWVbvuAdv11WUy83kjb10XXMdjlQbW4JeBoYCbLy+g8VoiFTyEWoDbegNu7D3X0/rwCnUlSxLE0bSk73YXZOYTCYMhj2N2jcD5ac9//lvfppiKorHY2axcB5duo7JAN6WDSyXrOTy47iKZRbmzxB2dxJdnGSLvYfBoavIr3STjtxNLmXEnbKiK86xc4sBb6+DidkaAbUKvj1YAj1Iib1YA2WKh0aZ7Xo9oeMZVl49iMOXxer3kYxME7UOYDXb0T+UYmXwZhLKXtIzbhRznJS8EW9oHJf8asK/cC3FTXUiLUHc/iEKlj5sCTuzCQPxuIFMPYXP34zNukq1WiAa1aGUJPR6E4FAAKPRh17/nBr6X57YA6hiHKX41IOrtuwqxm3voHbyfxivtSBiNRwLP0CXXWB+QeWQFOetnmZ85x/h/PQPOLfowrvTzohaJaH2oXfa8bksqJ46dqP9MXeLTDnNXHwUCo9ntiwfP4HOYafw4EMkJ0axt/UTbOqiJGJYMkkyswVKK+eJuPI46hPkjW7surOUAg/TarYSSdRwmRRazLMUjEZW4hIZRzczCz5EJMn0Qpy5Q59nNZIm2K9HLaVQ8kkShRSDfbvJSQ4KLhvepoMoOQnJWWd8fgW8SfwRP2o0/5w/knXWWWeddda5HFcihNvQ4g4CIIQYAW5ES1/5d89Vwy6l7NbjbhvCbbPS07ILq7+NTHSemZU0+s2biZ09y0PfOoKzf4CAe5WJ6SjLD/4nc1NjpCJDZEMbCHc78LYcpkkfx2AwrBF5Vh5Pd395tr79A3hCPXgMzey+9leo1KK0tV1LZX6ZitMNFhsVoxPF0UpqaYqQvR1JN8/02RGSLh3i6DAJnYXgYBWz0kR8qUK2tIHAXJKVs07sZ0bJp6MsHjlL5scmTM4CQV+M2L6dBNpvRqk2UT6q0ty1E713Gz6viZTFTKkcxWBRaN51DaojTGfbQc5NuDDoktR9BzB399AnByG+RP3MCZbDPpLJKEbjCktLrawuXmB21UEg0IzXG8Ls9NLc3EwgEECSJGw223P+bF+OmLZuRWe1PmGbks1Sj8UoR1ZYLatETs6i3vxvNKl6di9+jQvWfRyvZShuVJEn4sxY3WRadpAoqHT405QTE5yaOkGrq4nWQgB/2UTYHiZXybHqzTIXy6PEJALGPri4WA7Qt7Yw9sADtL7rnVTPnMMmmanafdidLRhau7AOeLAF29EnfNQ6XOgvfJuC5GXxlJdK+Tx9fQ4WE3ri835Ctgx9u2tUPHezlMwwZ8nRP9CHoctDYX6a7CMppNkaSlZPLVYjoavidJyjeOEMxYG7sPn9+HUl1FyB1ANTYCih2NcjR6yzzjrrrPPCcCVCOA5PyLGLEGIcLZj5u4G/fA7a9QQKhQK1+RT6Li95ZQW1uZnO/SFaDr6W5utlIiNxCqNjmGsFHHMZ0pZrGOg1kjX58arbic06kUNVJrInsIbejl5+UszyZ8TuaSJTWGTk/DfIWTKsTh9nevxeWlBxpRNskfqQMkv0bQZzUwf1ZJKTJ86QN7mxRJLYTJ10qjYWoi4MBTexWBtNZROlop4lzxBTegOr0d0oLS4WmgewvG0DM+UKqxEDjuUfE6mbmBoaIFdqw9K6wnRVIpm3ka/Y8OnsJKM2WlrOEtqWwGEoU1TKVFkglUxTMUp43EPkXE1UFAWXy0SppMdud7Fl5yY6u7pwOo0UCnl6e3uJxWLodC+ZdZQvaqrF6mP/lwwGJJMJo8tJf68PW0JQOPElLuy9DXlzE6qpwPWJ09hHMzhWTjJSvRfJeQ6zQZA/ZWR+ZRD/2YeRSku4OltYMYVIjj6Aw+RgW0sfHQE7nlYXkk4iPTP72HkNzc34DUaqQrDh1tfQ1NzE0sQ50k49RnsHuoSdna6t+F1edDN2jP3XYDdkwd2Ozd+LbnmFtuRDhJxZ6kshfKubEaeGyGeXsM7HyB2dIBgr49niJed1oG5qQhctYtnZjsUyyeKEj/IuHdZ793Amd5y0kiFcV7FsTRJPnQIRR1We++g166yzzjrrrHMpV6J2jgC3XrpRCHEeeDXw5p91oy5Fh4S1L4Sp24/f0ou/2UF69BzK9DieJhsBj4LZaaOr/TCefRmC+gILo+M0ecrUS2fp3zaMo/OVbG57J5JllHKuTK187Fm1QZUUul/5Btq69pG5cI6+zlvoeuU+5qQM28KvYL44T95ophS3EDaG8ZRymAJBQl4TSk8bxnAPyfgkKzEbyyt3IalGFpNlqnYTe8LzeHub2LrFSrkmYZ5exRhw4w704zCFKLTsZ8Z+FcZ8O1m7m4kJM5GoB9Oe62iWd4PHjfHsKGcW96Pz3sxsIkjsXI7VWJK+zbtJJ/Msnp+CoIcdO3bQ2ytTLNrJZrOMjCxjsViIxRS6urrp7e1lx44dz9GT/PmgOjGh/Ts3T/rMOJUzZ1CLRSSrFZ3Lha6WRCrHkAa3YO7fiW5Wj1h5M53Bg4Tf+CZ8OshavbQstGKuOji/shN9S5Z9phwH3bswzWVJnDxBt1uHd+BaqFWgmEJJpVCLRaxuC45wN9WJycfaZNq5A9PgIOcefoj6dAKfy0vAYyBfyFDO6YhmjpOdm2BJbyeXGKFqbaOqN9Cz1Y3LaSJp6yNeKuAKzzEz9W3CWSN9xhZajUGi5kkmV0t4pzIU5hJUlseouMA3X8epdlDKqii6HPqwjVZjK7bNUVxuN0WrE+vmTUhdNaiv+wmvs84666zz/HMlc5L/ABy43A4hxDFZll8L/MrPslGXYiqopO+8m7QvRsc1vwipc/j2u6DQiRozMJP6Hu3eVZLRdupjgkxrgmrehucaPd5AG0r2Fai5B5Ac1wKbUZUqzzZ+ss5gxL95ByvjJ2jq2s3qmaN4Zz2Y9VVmdeNUxHFyPX1YdJ0UymmaD96M16xnaekQxmiejkCF8UqINlOKVKIPw+JpNu3UU17yoTNej1o6T/xkjE7fBlx7+ikkI5Tvn8b9Cgfd7QkSBR91wyrpfAtWvQOLqwl3q5nV5VFam3dSH2rGbilwzz0PYx4WhG99LZVihYV7zzOvGLGbE5jrDubm5lhZWaFarVKrFfH7w2QSKfZsGiJWKFEqlbBYLM/Ng3yZk5iYYfnCBAMHtlM+fBjzvn04lw5j2vrkiCTiwWXUayS6B2/GNXGEtt1VRo9nKE+N4GkLk12MUTTC7Moq18+Y8fU7qDl2UG3vohowM/HoeVbumaN5YxP15CLL6lGafDcTDBiRAH0ggD4QQM3GydfMlKolFotzuFwtFEMmEmcj5MYmUZo6aXd1kbXYadvaRCJ/kpLqpFRaxJZJY0q9Eod0loTiZEjSkY8MYXdMsFoo4DLaac5DbsmO9+o6hYV2XPo01WUdk4lxOvcPsTI1hjPUScmySs5oxel0MH8hSG+9gjtoopyso5ZBmUigH3x696R11llnnReKRprwa4FfF0J8bs12N1oqbzvQDVwHfFQI0XXJ8dcB912MCy7Lsh74C7R1WD5gCfg7IcS/rTnmauATwEa0ZAf/BvzFxXThsiy/FfhtYCvgvFzMcVmWXwd8FOgDomiRv9ae41Noxk4vUAIeBD4ohJhp7N+Nloq8F00zLgD/dDF6mCzLZuAfgRuAMJAEvg78sRDiqRfKvIh4RiEshHgIeOhp9h8CDv0sG7WWyHfuZYUIQzoDDlcHUvZrSB1bUCPNqJFvoyT20N//K6wWxpGWv0F1k5OunpsoR6fBE0KJ19H5szyu5XVYXGZgz9Oc9fLo9AYGD76T6mqazOIcx858g82dB7E4Q0x1dNFhtDE/foT+zr2MLgp8GzqxLOmIGWbIZj0kqJEyeXGmZsmEuzk05sIiZekwj6P3DrJSWqBFl4BAC5MxI+37N2AbTyNyYTzNcZYWJZS6isHpYyWyjFQ1sxqroTfFsBot5FcXKZcCOK65hvmFBZSagiRBWZXIpGMEknGcfW04HA78/hrVqotkUqWuVPH5y/jaNqxni/sJURUFT8iHp/0adGYz+kbcZfO+J4vgetWCvcnHyKkl2nZ1IO8yI9UlOoKnKIaaOT2zimNnB77xJTxOF9Kuw/w4sY/tTWXal09hatrL7msPklvNYbAacTf1YzlTouwLoIseQaltpTA2g2P3VqrJCGcWFbo7/bTbuyj3Kjg9LpLZOPUtrVinJer6VbL5NJO6OXKqF9tMjZ0bb6Rc/jEzDwvq3VfRZr2XZnU7qZYEqxM+upqslNQKqW4P6vQREke2YXfmOVtaZkNvF83pLCkxjxJuw+pOckLk2Lh1lerpk7RsnyV3uBdlohXLTIFisIgaSON+Bj/9dX727PvIXT1oL8iJw39289RzdZ6GiNgPNFIuEgf+G/gTIYTSKHMt8L/RFmRb0F7aJ4BPCSHuW1NXF/CnwCvRBEQcOA58Ei0I/P8ArUKI+CVtuBp4AOgTQkzLsrwd+BSwDYgBnxRC/OOa8v1ooUOvQouMdAL4gBDi3BVe80HgjxrXYwRWgLvRhM37gQNCiN2XOe6P0YxLfUIIVZbltwF/jrZeZwx4vxDix42yG9AiOl0FuIB54B+EEJ+5pM4/AD4ABNDW/PyWEOJMY58VLSLUNjSx8+dCiI9eyTW+GPjKWwYf68Nv++rIc9aHGwwD7wM+t2bbu4EZNLH6bPgt4NeAG4QQw43+f6csyxNCiHtlWe4E7gB+D+35DAF3AVm0fgma6PwXtIVOn7/0BLIs70X7PbwBre8daJxjVQjx7UaxfwH+jxAiK8uyHU2cf43HRdI08BZgRgihyLK8BbhHluVZIcQP0XRkDC0z2TjQAXwLrZ//7rO8Jy8IV+QIKsvyB2VZfliW5aOyLP9lI7bw84Jd9WAZi7OyZS8JvRGl9lrqwy3USw7wvxLDDTvRhefRmfK0vOLDlCJ+qpVF9G1vRTLchs6/CQixNBz9qdui1GtkhwXp1CSZ3DTywVeRWp0iPSZQPE0YjRKueIb85Ajp2aMkvv55ZhInCQVUCisXaD5/BEuhSjy8AZvVw6aOJii7ObsMtXgcU0oi4R1gPBunWldJS+e5oCtQsBhIRI2USzbaO8LY7R0E3GYiq2XcLheF6Cy1cgFDpUpTuJlIPIpi1GFy20hKOjbI/djsTpImI8vLy8TjcSYmsiQSKjqdjmuuux7Jti6Cf2JqFSp3/hf1TBY1m6V8+PBli1VOnUItlagZrdRPj7IpmmN1PEHk0D1QzpKsdvLokhtfoo7pyCym1jZaXFbwvZprtl+N3OpGnXsEvUlHcfoCzoCZ5Gyc+XOrlHzdOAC6DiI5nZQicZaGVzB1bCQ8aHtsAaSpuY+x6ShGk53t5o14chFWktNYElFmFD32UhHbplUSyTJ5u0oucpRSNIklvAOpVYB/DFfRjNFcIZOYILswQ6pspa9TIrK5RH84T2hLEydKM9jaC1CLUdYf5sb+EqmZCAuZIvXjGyi3RnA7ilTbJzCvFnC39T2vj2wd2PeRuz6IFjvya8DRxvfnko+tSTrxajQR8F4AWZbfjfbSfwTY2iizFe0l/saLFciyPAicBExoi7ZdaALh62huet9HE9C/dJnzvxe4uyGCXcCdaMLChxYn/6OyLL9pTfn/QbPCdQHNaFmXbpdl+Rn/UMqy/I5G3Q8Dm4UQLuAaYA5tfc2/ArtkWd5xyXE64D3AZxoieD/wBTTh7EazvH1fluWOxiFe4D5gd+NevA/4G1mWf2FNnW9FGzj8YuNa70YTQ85GERXtvv8GWn94yfCVtww+oQ83vj+XfBdolWV5beD296JZap8tfcAhIcQwgBDiATShva2x/xZgVgjx70KIemMA9gXgdy5WIIS4SwjxFeCpBgBvBO4VQtwphFCEEA8C376kjmEhRHbNMQogr9kfE0JMNUSwhNZf1ItlhBB5IcSHhRCjjXZOo4nya3+Ce/KCcCUJNf438HHgXrRgux9E+zH95nPbNA3nG3YisxNVVZGkLgAqhSz5iITLGEJZfRCKmwlv7gOcyK/9DQAymUfRBsn9ALQ827HaZZB0eqy7e3E7PCh1hZXFeSpSgeaB65k/83WqrhD9fW9irDxHa1lPvmMbLt0ys+NRnKqN6J5tNM8u4GvvpzJ8hBPZdkJSEaPqI2MykKvAdsci6ZQdFBvRtAmTXYfcYSWldOJYvsD8XJpCfgmPz4rBIpEuVLHbraiSgWIxRH1qDLsnQC63jMHgpV7XcfbMaWx2N/V6HafTQyazislkwul04vV6MZvNz3zx6zw1BhPmW7T37qmZBNv37UMpFp8QNSJ9+Az27ZtZKMxSHF6ktX0V49bXU5+ehPw8Z39ox2AxEUzNE9x+C/HzRwm2baRybpptfUkM4wuMTp8n6ndyXfl+FiaqdAa78Ua/gePmP0Cafxic1wAg6XREzW30mwQP/2iSA6/cD0A+USDY7qM09wBcez3K0hGm5I0Yl+fo0m9gTz1ONRDEkD7FuKGCHH4lqjRPffIBqi4dwjVEe/M+co4IVZHC1C3TavLSe42L8w8maQ60IkkpiqtnqCgq6XKB5XQBm7ODvOME02MGtm3MMfbISdzSFs6vlBhyyhgqDvTJoxi8z36WZp2fjIYl+EOAf83mD+37yF3ffi4twxcRQlyQZflBYFPDCvWPwMeFEB9bUyYDfKPxucj/B5wVQrxzzbYc8JXGB1mWP4sm6h6LaiTLsh8tHv5bGpveCNTRppkV4HDjuN9ac74+4E8vigRZlj8P/AGPW6EvS+N6/gn4xCXXEwH+ek25+9CE62+sOfzVaKL7C43vvwF8Twjxg8b3z8uy/BvAL6NZbo+greO5yCFZln+EJkK+2dj2PuCzQojDjfP+RWPbG4D/FEKUaFgYZVl+yaR5bFiCn9SHv/KWwW8/h5bhKpo1+DeBX2tY/Z3A7Wh9+NnwGeCrsixvBc4B1wM9aANC0AyVlw66JKBHlmVX4/fxTDxVHdvXbpBl+TfRdJ4LqKHNzHBJmVk01wcTcAH40tOc90bgzBW070XBlViEfxVtKuYmIcTrgF9A+xE+r6y1VppsTjzdA+hCdiT/AXSdHpRZCTCgLGWIjZ2itKBpfLVaf1Jd9crTxwx+ujaYnV7IVQj07qBv6wHa/fuoRpYJKkFqqynGVx8mk54mnpojWDdTrIC9UidvdoE4xlx1CVltor3vRiS9mZrZh7FSwlzSszW0gTGxiqFswe3z4TVZseqszCUlJicXSJV9pJJLmCw24tEUtXIKj8eMy+hmfn6OVDpDtlgin09Qr9sw13W4XHZMZgvZbBaj0UhXVxc33XQTO3bsYGBgYH1h3E9APRKhNjNz2X3bu3yUHn6Y2uTjf4eP/vAhqhYHxWSa+piB3PlVjt6fIn/fN8id/AGG8hm87R5qi4vU7a/iZFRl114HLeoSLZ11mnf9KvHgID6/k2tjcyyNDFM2+bHXpjElCxw6McWIupHscoyH7r4XgMGbNmDovfoxEQyQTeV46AcPc3oqjb68grdvDwcHBqjZfOQNEVZcXnx9sGQOsO3qa8mOTRDatYu+63cQ2myhXpxCGSti8ddJd82im1iisFjlzHemsCh2Yg//gFWrkUpB4sBtr6E0ncOZHqdiMjI54sQeXGbhlBFH81Z628xcN2hDNYHU8jBqbj273PNMH082hOjRpsafc2RZ3oxmIX0QbbrWDXz5GY6xovkh/vczVP85oFeW5evXbPslNEvx7Y3vW4FTF90yGhzncWscaBGR3i3LskeWZRua5e+BS10uLsN+NEvtfz1DuU8Db1tjmaVxjm8KIS5OYW5ttGstl7bzMRoifC9PFCFPqKNxzSefqo6XEC9UH/4M8OaGb/D7gM+iWVHX0iHLcmrtB/jBJWWmgXvQnkUFTQD/XyHEhcb+u9BE76/LsmyUZXkbmh4DTXxfCd8DXinL8q2yLBsav4nXX3q8EOLTQgg30Ar8GWtC5q4p09k47ia0wWL20jLwmPH0APDhK2zjC86VCOEutOmAi/wQ0Mmy/OR0Wc8jkiQhGfVIeu0SdJ0elEqN6tEF3LkQPkMXAKWlJPH4E/9upebGfrpzO81IOrA4fTR1bqdWKKAoJbwb9+DesY2Q1YXk8JLxRpBKFXrCm7E3ddLrbuaGa97GkdijzCmr9AaaWa0pGJqDFKQiJ5Ij+Nq7KChlzKqeSA7S9SyT5yaJRcokU9DStgGH3oLdrMPpdmHWRchU83Q02ZCASqVGpSKRzWZRLHqqVZXBwU1s3ryZoaEhPB4PbrebTZs20dra+lPdh59HVFVFHw5j6Op60r5aXeHEmWn0TU0YbBkSY7Pkbv8UPV125kfSDH/8z8geeQedbfPs6B5G32xB1+Rn3PchlleO03lgD0FThTe+biPHLVtZmLbz0HQvc5/9L2ylh2hTIdf+LsqJ7Rj1fSzHw5hveRe6UpbMygxGcvS0bnq8QeU0VAosLy9TyJdZmJmg1V3FJHmYShXIGQoUlmfoS4zSLHfRdG6BpZNF2k39FC48gK2phcLZ88zPOanpt9MSlgluXcWS7UZXMGLdkiWpW+GqX/Ogdtjp3HQthrREk/sY9ci70bkE7l4DC8enUKcFlWQRS30K385FkhckJLOVphYb+Zk0xvZFAJTZ1PPzINeZQLP8rKUOTF6m7M+K/9MQBTngLJol87s8HsR98WJBWZbf3iibWWOl9KEJnUWeBiHEUqPe963Z/BtoVtGLlhEXkLrk0FRj+0XuQnv/JdBe+rfwROvtUxG69Hqegu+gWbPfCSDLcnvjHGszt15JO2kcb0Cz0s2g+ZQ+6zpeYrwQfRghxDyaO8r/Am7jMr65wJwQwrP2w5Ojb30KbdC0Ac2HfBfwh7KsxXcVQkwAr0NzIVpBG+D9G5roTl5hWx9EM1z+JbCK5iLzWTSf3suVX0IT+rfLshy4zP6KEOJHaL/Zj166X5bl/4XmNXCDEGLuStr4YuBKhLCZNfmHG6sVK2jO2S8q1EwZNWin/vAcNREn8sBXsHa6sKhlcquLqOkSSryAr23wsWOURPFZR5BQq3WUuTTqYpapqbspOQq0tu4DUxVLLIOUyxByBsgNn6d7cCuGQAvNyTRLuhozC+co+n14PF7mcxmGOloo52LUDTWkWo1MMkNRytAVbsJADn+oH0dTCPRFVDVGZGmZ+ZUlzA4j6VQGt0Mmny8RzyqYzGbcHi92u0JrqxWbzUYoFKKpqQmr1Uo4HKarqwuv17seJ/gnQK3XqZw4edl95UcPcfbkOJt6W1HmzhE/d56H/uMHZE1bOPzV76M/+W2a+h04dDLl0/eiuv3oC3OgRHArE/Tc8Ico7V3It26hfPQEu4JOdv/2bdz6SzsJv/Pt+Dp34uzroe/aPva9/01sumWA5o0h8HSyZ/sQe/fuIJGw0jwUol5rGCeUGqh1mpubmT66iKd7AE/Xdrbv2kNnTxcGV4Ds8gwtu96AcewEphu20WcKYAy5iJc8FKqLuPva8JSj2O1uYhaVsw+ukNMJWluuxxWSKDtt/Pi7RTpWrZgcJwh09rI8vxlD6bfoH9qE/riBDnOWjk19dO+5CkffDaQe8GEaHCSSa8LQ4aBp0y+gzGouj7pOz/P0NH++abg//BXaFH+q8e9fPcduER9viAIHmlisoPnpXrR+PjYyF0J8uSEebkN7B4EmSOtryz0Nn0ZL+hRqWMF6eeICpwyaFXotnsZ2ZFn2oImdu9CsYDa0xT8Py7IcfoZzr156PZdDCHFxmv29jU3vAUYb4uWK2nmRxrqdr6Ld11sbdT+rOl5qNNwfntSHn4cFc6D1rw8Ddwghln/COnYB/yWEmBRCqEKIs2iDo9ddLCCEuFsIsU8I4RNC7ELri0eEEIUrPUnjt7S1Ucf1aHkh7nuaQ4xoETDanqGMvHaDLMsfRXMdurYRXvclw5WmdPp9WZbX5kE1AL8ly3Li4oa1vlAvFPqAHfJVqvECtTMRbC0dxLNH8QwMou/zo6SKIEE9W8JgcQAgmXTPepGYZNRj3NcOdZXB/b+PEi+wdOhe3P4guXPjuLdtJHL0EAabFWfVy+HFR9Fllgi27mChmMTh7aRirqPkyiQzWSwmM9VaBbfLR6mUpKWli6MTI1hdQcrlBSRJwutzEYnk6e11k80WQbLT299KTS+xYcM2YqsrxFZihNpbsVqtpNNpCoUCTqeTYrHIli1bnotb/nOFpNdj3rXzSdtrdYXRep3w2ENM/fCTnKvtZSh/DGu5n8lshatMp6l492Dw5Mi13MaFU3GWJD+39Pgx3PdfWDfuRdFZ8W7eQDFTor73WqKJIm2Au1mbwbIHPFDOgNXzpPPn40UMZgN6g55KvkIpU8ZtS4Knk2KqRDmaZvBgF8NHRsiGXHQMtEM0w+jsAnZ5EGd7gJa9v8/4g4ewdwxQzpbQB43UEllK4+dwbH0FOm8B57mjGHpfRWZ5mLQ3QmilBUNfG82rVqKSlXzpGjqNRTy7hojNfxu34T24dnyVVOCdxCcewliLoBbiuLZfi7n7PKZlI/rObiSLBe29vM7zyeE/u/lv933krm+jicTJ58M3+CJCiKgsy19EW9z2biANvB0tOsJTHVOUZfnHaOGmPvdU5Rr8GG3q+VfR/CG/e4lgOQP8oizLujXuETuB043/96K5N/yNEOLiu+/fZFn+K7Rp32/y1DyCZrF7B9o089PxGeBDjYgWv4bmp7mWM2iCaS070WZmgcdcRr6FFmnjJiFE7inq+EajvA7tnnz1Gdr2oudtXx3526+8ZfCxPvw8iWDQBkivBMRPUceDwDtkWf6eEGJWluWNaG4Lj1nzG6HLzqDNhLwe+HW0weHF/Xo0UWpqfL8Y+7TSWNymQ+svJ9GMl7/aaPeeRnkvmq/4d4UQ8casxD8Ds2h+wMiy/Aa0WYbzaP7Ft6LNYvz+mnZ8Es1t9qAQ4nn7O/Kz4kqE8BzaH6i1RNAu+iIqWgiXFxx9pwd9p4fa/g5q3xzGNFqm7spSi+VRUyUsr9pA/dQSqtmAmiz9xBYoSZLAoAlond9GsDmI2t9HOZMglZ6h563vYu7eH+By+9gX2sfEw9+gd3AzueGjDHR0MZYax+F2kU0kCff3MTU2TrKwjLEx85eIV1B0YLGA12nE7m7FaCwxMrKMzWKmrqbIZLyUy2U8Hg9msxmzw0ahUGDjxo1MTEygqiput5u+vvUV+c8VSiqFOjPCdx/McmC5hK/Zg5x6ALxuNtkXmYlOc8bsp0NZZWmuRMjTiRTN8AstP0KdamGquxVTNk3Aamfm6DzBXj+uJgf2hQtQtoO54cql011WBAP4Gn24qTGTZbabIKu5bxltRnQGHfF4gh65G6vXwvLyMlIZbPU4LdtbyX/981R3/g7FDCwajpHXmwjPFdF39mD1bWI8ukqbP4ih72YWMo/Sd82biEwtkbVLGMwOJN9pqhUdobqTYI9M+vAw/g1vR98Uw6//Fcrzp7G0G/GYbkLfVyLLnUj6XajdTSizDqRWFxTz6IL25/pxrXMJDfH7vL+4Gi/gdwHzDRHwfuBfZFmuAf8hhFhq+LteGn/wD4CHGiL6L9DabgFeA1wlhPgAaDOXsiz/K1rIsFBj/1q+hbZw7cOyLH8CzY/213ncnWIUbfr4A7Is/zXaFPyvoFnkzj7dtQkh8rIs/y7w2YZbxxeFEBFZlkONa06LRhxaIcS8LMu3A19EGw1e6lf8GbRQVbcAP0ITIJtpLPpr+Bd/Hy3+6y1PEbf1X4FPybL8LTRR9YdoguZi+KyLsWAltFliQ0NQKUKIymXqe1HREL/Pax9uzIzf+1NW84doA5+HGr+HOFr0k7Va6k/QFj4a0AZprxdC3L9m/7uAf1/z/eLzvx64H01A/wua9VYCHkWz2I42yqnA24BPNAZUSbQQg69Y8+yDaJb3NrTFgjNo68Y+A9AI8/ZBtBmes7L8uKG4Mfvzokd6tm4BPwmyLKtC/DQDp5+MerpE9fPHIWiHRAn8VvQtLnQtTnRy4DkJF5aYGsbXs5FiKsbkPV/Dv2EbHlMb42OnaJa3UczOM3/hLG5vkvF8J939A8RXI5QVSKbSGAwG0uk0drseo7GOqjpIp3NYLCacTiOpVAW9XketWsVitWE0GvF4PEiShM1mQ1EU6vU6Bw5ocZP1ev16WLTniHq1TuS+k5x4+BCKTyaQSxEvptHrW3FEH+JMrx2/3MFBqw6dZEYaX6R23auIPvwjultbsIx+AfubP45i7aY8MkqlayPmmQtY9u+DWhlSM4zqFAZ8g0/ZhkKySLVYxd3yZHe/ajFPKZNFb3Kjt+lQVZX07AqqXqJm0ZGfjmPr8tHuMZJVzJhKOqYeuB+XRyawp53acoKZhx9C7fPhLFdRy2USUgm7RUKxuihXnXSFMkwWVtCfrmIYbEd2GVHDV6EsJihYcuhddgyxOvatfawe/xYFg4PmbiuzkRDNrjz2Sg+6zhiau2IceOpr/XlElmXEZYLkv9SQnxxHuAgcRotfOtwocwOa3+VeNHeIVbRFO/8snhhHuBtNINyEZrVNoPkbf/JiZIRGOS+an+4CIDfEy9o2bUcTCdvQRO/fiCfGEd6NJgC2owmKceD/CSHWrpl5umu+GEf4KjSrXQTNkvjXDT/Ti+VehbZQ6vNCiPdcpp61cYTHgT8Qj8cR/iXgPxr3c+2CrQeFEK9eU8f7eWIc4d8UjTjCjf0zQOclp35ACHHdlVzrOuu8lPmphXBjFPE2IcQXnqbMCyKEAZR0Ccx6lHQZvddCLVGgft8M+g4XejmI5Lf9TIXi6oVjhIa0GOmqoiBdxhdXLVYZHT1JqqSQnjiDt3uQufEpsFnQGUwUi0XK5TJer5dsNouqqng8HpLJJJIk0dHRwfz8JCaTCZvNg8lkor29nWAwSKFQoLm5eT073HPIeCRLf9hJ+nNf4OjZLEt9IWxHT3D4wCA2XZWmWYmlIQfhZJTdIRvRpTr6dj3G6AUqW24jmNaxsceFsXcrk6s5hlovdd97nJpSw6C7Ug+mS46tXkCptGGyPy6S50cXWV2KEui0szo8TavHgLO/nfmzj+KVNmHsMVKTPITcdhL1GRYXq5STMZRUnf5ON/UOI3ZzL7OL92KjF5YlHPIwSeGhFjVSa20iGlthX3gIkytKwtKKI1ojHTxGk+cGstE8JfVR6tIA9YxE+54tKLOpdd/gp+DlIoTXWWeddV6s/MQrpmRZ3iJrqfkiPHGV64uAU2gWf9C5LegsRgxNDiSTAWPYhfmtmzHs7QAF1Pk08LNbrX5RBAOXFcEAktXI4Pa9dBiL3PCmd+EPhWnZ0I/Pp6dSqdAecGJrWPCq1Sp2u53e3l5sNhs2m41yuYxOZ8HrDeB2u9m3bx9tbW0Eg0GamprWRfBPQaWmPO3+WqVOYTjC17/7MJ9PerlLJ1EtD3NH71UY4lNcZW0i6rAQHS+iUx9geup+0vpTtG/dTS7kInj2UYaaq8wGTOhqCj59kerqKkoqxdLwCsm5FLPHtcXmqqo+pQheEU9e9KvUFSIjq48l9DAYNRE8cmyUek1BjU+gc8Lgvg0YTs6wbWgrzQeuxVDJYmrdTNPBzZQUOwHVxtJKEodNZmOThDdbYNPAFqpZ8GZ6iS6P47YMUJJcpGOfYHm+RjSeJ+daxDV3jq3eNsy72zBs3IuzqUYpVKWe3UYknUfv0xH0NtNk76Jlpxbce10Er7POOuus80LxrCzCF62/aKtcd6E5e38J+NbTxVZ8IS3CL2bSC5O423qJxWIEAgHOnz9DMBhmeXkZn8/HsWPHcDgcNDc3YzKZiEQitLW1sbKyQiAQoFqtsmnTpmc+0TpPS7FW5N7RSW7dtInzCymsRj29TU8O06jUKpRiSe49Mc+xU3ewlPfRZZmkot9La/Qs4z4HNWeElVITZfcy7qpK2LsZKwkSliAHNzgoz55gMWVk90AQ//ESg7/2+0iKiqTTIa1JwKGqKpXjxzHv1gZWuVwOh+Nxd6t6tY7eqAegfPjwZVM5P1a2pqA36CA1x7FH7mdw21VMn6xBR43imQyDt2wldmGegN9FPjWJEq8QmTuB/RWvxxopE5J1GHNuVpJFWnZvAM6gLHUzuXCK3u5tjE9/AYPBQ7PpJhYSq5QzeRzNKl0brERSIbyihNLuwiaHKVyYxtISRnKYkQwXB4qngS38FOPyly3rFuEXJ7IsD/NkVwLgpeMXuc4662hckRCWtdzS70NbBbuItqrx/wFb1gR/frrj14XwFVCv18lkMng8HiKRCLVaDb/fj81mAzRxVCgUsNtfWouKlFqV1NwYvp4npvfLRuZwhjue4qjnB1VVmTsfIRuOU823sK3Ty3dHHmRLYAddATvpYpXF4hjVXAtSrUjskZMsqjYMY2c5aiwStfgJO8LkqueQll3EmxfwGKroDMuoxn50+lm2eoNkVvIYO64nUTTjT6xgDM3xzp6t1MvdVCwdtGxsetp2ZrNZnM4rjaF+CcunqQc2U7//r0j7t+DrvRrsLorpMtRUdNUU+rqZitNEPZllbOY0PqmErW03tXKFVnuGmZMPYOvYg7/qZkaXoHtXHYP+OtRileP3fZyO/G6M8iCLahLfYppoi4WtPdtYLaWpz6ZwDsQwW4yYzXupLMUpKsk1aZXPomXJ/clcQF7OrAvhddZZZ53nlmc0wciyfAQtFA3AK4UQQ0KIj3PR9+BFzPLyTxre74VBr9fj9XqRJIlwOEx7e/tjIhi0SBUvNREMoDMYSS1Ocd/Hf5Mj//on3PXhtxKbHKacyzD78A/Jrsw/cyXPAfFsmSOTq/zLkUMcHZEwG/WUaiUOdA2SLlRQVJVCuUaHXcbpibOtr5WW0Vk6WhJM1UoEq07eOKHSYj6HIWul6p/Hb6uQNxXxFFpJWmcwqE2cKMdYbq+glO/B5j3BecdhunQtjOWWSXq82H22J7SrsiSITSWolmuUc1oWxGclgpU6rJyHuhZKtO7s5MJd41Q3/TqG1oOoiTRzjz5CZfwE6cgRlmYTxKZuR0kUWLj9i3Rs3IGqKLi8Rtr8TUT0IbxbbsY/tJlStxOns4pOZ+fYXf9NzfgA2/ffSC3UhMlWptkdIGm3YJs6i6IuEQqFCIfDGIsbMGS0gZCpxY+jae0AaDPK7KURn9ZZZ5111lnnuedK5iJ3oqW+/JQQ4uhz3J6fGaqq4vV6X+hm/MS8HCI9qKpKbOI8D/7d+5l55Hbik+eZeeQOLIqbsW/9O1FxAke4ndjU8M/kfKdnnznZjlqvUz97B/GpGItnj9CxcJr3vmkXxpUHiH38Ixy5/W+574EF1FMnOX5hhIfGVjlzx0M042X8P+7CNtjL6vgyXZVFaF0kOxBn2WKh1HmKJvMMPlMNc81OuWbAG7EhsUBRqVLPmTldrGCbruC0WMDZSimyyve+903mpv+bia/9CIDJ00vE6wasHgsoKkpdG28uD68+4TpK2TJKXfNnHk2MPPEilRpU84AEqxfQW51svs6Lfexz6BQ9JVeIjnYDvl17CSRcmO0BfDteSyoxhntgG8YSmJ0B1OkEuhYXgcQZMiYLiZkRKvk05YxK/H4HPW1+ps6dRi0uE/Y2YW25GxKrmFp8jKZVDh06ycjnPktq5SzLk2eoptOouTKro3NIes36q/nmS+g6PaRSKQqFK44T/4xkFqeoFvPPXHCdddZZZ52fW65ECO9HyzJyRJblY7Is/1YjLM2LGlVVKZfKL3Qzfi5ZPvMQhXiEQ3/zOzzwid9k8fQDuMpe9Oho772WoZZb6d5xK95ymOpMgtW6hYWFBRZGp1BL1Wc+wVOwrfPpu+VoYoRcJs43/+cs5ofv5EipxoqnC89ilP09G0j+0mYMO68lUJskfPVG/G4zXapEc7bMwndO8aORZYo7/JiKRmbq2wh1d5PuaKVYr+JOt9Heu5uIWiFgyVPuWaKvrxmD0U+nrpfuBRtOWqn57CSXDZw5P8J9hhJDO1/P5r5rsdUSkJymOfoArmAntXIdo9WI1a0tfAyF9ai1Gon5NOV8hcUHL7CaiJJPFGjTtbN0dgYqDRFpMFMP76auSKyumEFv4Nz9Seq7fx97/jj1isL0tEKtVqfcF8YY1mF2eunYdQ2GkJtULYfZ4UAkZkgtzbCSMqDWFLxddc7c+2W69u9iXj/L0lyOZtfrqFmTGLbpmT2axbvVjdUaYdsBK0NbIfS6V7CirNDREyIljVE9u4Lf6nwss6Gu04OylEGt1vF4PFjiVTKp9E/cBwAS05q3lj3Uhs5kfobS66yzzjrr/DxzxYvlZFl2oQVvfg9asE8j8Ftowc+fVnE+Hz7C+Wqe1cIq3e7ux7YtX1ileSj0NEet87Mmt7rAI//4R+h1JlanTkJdwd+yiabtV9GU7SCRXMbrCqMz6TBuGaLo1qMzGTh0/FEMegNen5d9+/ZhMBgwmUxXfN7xSJaekAO9bo0lffUChIaIHLkDV97C/b4N6I88hDcYx2y2Eek8iKSrIl24i+KJCwz8/u+ykLJQrD9KlXbOjUzSqTNRj5zG5+xldkwiYh2hjRYKyjSv2/42ytUpjpRGSJja8S4XWAhOkjR5ycbyXNW2F9OcIOtwEOztY+rEBCmjm5JtCn9rEMt0P+nWUX61uJWTI1mUm1SGSi1s3n8QgEwijcloIXfmQer1APaAjYmHhmmTFabGQiyToJSAJqVCf98KldZuzJ1+WlwdRM5NEh5spehqxmqwkjt5J6WSHuvAgSe4YmSzWWzxGvXCNGWDg7zLxeqFC/T0b+P0g4+w5YatSOeOYttyE8cO38f2mzaTH7uA07yb1OqdzM6coTfUTW7ASHN8C8mOPJVKgMW7voi5fxCD3kWgt8DsITObdmyhnDdg19UwDgyhLuWQ2l1Pmv24dGHg5Shnk5idXvL5PPV6HUmtk11dYuyhO7GUIugMVvRmDyaLDXtTM/6t13Di8KNs3rYdu8OBzfHkuMsvRtZ9hNdZZ511nluueHWKECIDfAotQ81etMgRf4uWkeT7Qoh3PkdtvCLsRjvqsB72QzFTwuqyrIvg55Hc6iLzR+/B5PBSXYjj8PRhsQUwueyYzU56r3kDloKZ4uhZlC0dzM5M4PHUsdnM+PQqXVIF96atWMUYyokT6Pfvp5xJIun1T4iD+1S0eq1PFMFA+cIo+oqLs9Mm9g+ZuKnVyEqql4ClE/O+fWTvvJO+/V5mRzdzaOseDPMWavphdG4X+YzKwbZt7Gj1MfrlM7hMq8wGjWzreCvppUdRC04mR09woT3ARN5MqFhC9dWIl13Ecg6c9gWG64/QYesimp0nkixRUTJssxZxWq6l4LSw4JhgYLyKtbdGQO/EtJAg748wMz9HNZqjNj9Mz423IbXuYPbcBaanjhNIO1iKSOh8BcZPDBPqNRCxdxGNl6j7zzI3mefVlldycvI8v9DhZaEyS6AQwj30CqqxPPbaNJTaUFUbktWI0+kkuhrH6Q5RLYLX6SN07XUosyn6+r24wu0sVlWq1SS9citjJ6aQckeQLBLhTXGC9mYiyjK5Cz0UAmcIGexUc1NkE7MosSKJoo5yxcTCnJXBrR0YOxxw1ETdnUMfsKLGCkiXZJR7JhGsKgqzj/yQXGQBe3MHk/d9C0fPTvLJCIV4FIuzjWxuAsUQJmB3kzl9mvrdd2Br62A0n2HI3s6cZ5q62sbGq66nVipgsNie9pzrrLPOOuu8PPmJlmkLIY6guUr8AY9biV9wHCE7KyKGyaLH6rKwfOf38NrLWPa8GszrEW2eS2bv+j4TR76NU/LjsDZRrRbobruWSkCiWMtTyScYOz2L/JrrMVrNZLIZokuz5MoK6mqSzslhgjfegruvD4Oh4T9qMD5lLOZLqSxmsPhtrCxmaNrgJTE1jNGnJ1nIsHuoj+KdX8Pxv/djNZeobvJxbuY4O/ZeS+T8LJuu28xen427Tx5m6dR5DvYPkSgkOLI8wUPnysT0Ett1JrrzKVTHCiNqnTZrK+OGAtH4MC3ZTkz+UWppF322AfYGrcwZK2xOxPEoW/gRcWqxKjtTWSr2CkeK/0lYfT2lC8tkgyHuVo7iHB3g6p4ydxfPc/LIAs22LMG+G9DffhThTnBV0MHEUg6Dsxl3xyZKZ+YI5c0El7ez0jWBfcmIfjBIS+Qu/r38OX7BNMSJCyeoeocY2DPA8vAqzRtDoDhAp0ddzSNZjQAEe/0A6EbvJTFvIjwQQmmxYKy7iZ87jeSwUc5GKUYn8FoHqXT9IvpSBV3CQ1g+ydgDVfzGH6JGzUSyTZSlPJZAF1K1TkveSGo+RltPjbL+EPkLi5g3vpLM2GH6HG8nWkwTUiNIUhAtu9yTURSFzOIkxfgK7o4N1MoFZo/eRTKWom45Q923mfjMAnqjCeztVEsxgqZBVvU5jIU0dbMVfUVPaFFhtrSEOWglOZag+0AfuXv/mIStl9mkiwMbbyRnTGKyO7C4XWgZVA8AT53wZJ111vn5oJEd8Vrg1y+myG5sd6NF07ID3cB1wEeFEF2XHH8dcN/FGR5ZlvVoacLfAfiAJeDvhBD/tuaYq4FPABuBHPBvwF9czJIoy/Jbgd9GSxHuvNzskSzLrwM+CvQBUbTMhmvP8SngVrQsjSW0sLgfFELMNPbvRsvA2IumGReAfxJCfPpK63ix81PFK1prJf7ZNOeno5wtc1R5lM50hi3WV6Nvlskf+nuihR7abtrxsliA9mIjNn4GvdHM7KM/oFzOYsBE0N3ParDOrl9/L9KFJNPFBLaUDd+GDhJHx2i5YRvecBs6q5PUI4+wad8eVgIKqdER9g60g78TJZbH4LUh6XUosQK6gA0ooapTjCRU5LIPfUszqVQKx2IEc71CZTJL+BX7kSSJwIZtwLbHJEx98PdBkvBdpUUr2OXYRWoxQ8/+AQAWEwX6jwvkvmupHB/lkaxCv3WGM/aN/OauNo6cWuGYv4ZDuZdbrn4D58/+mFq5GaUmsHT5mTZX6MoUyS6mkVuaWYkVidraKBnjvL/YzxdHY9S77IRVAxZqNJUm+ZpXomQ+z44LB9nyS3s4fuQQrle8mcToF3F17GR2YoaAeSPTEyts2tpM08YUG6zdPPTQ32JN3YbOFyLWMo3/wSjsqiCnowxLHgKeJEVrmmWLm7bcGLCb5o0h4jNJLB4Ldo8VXejJ0UdMAzfibUSpSEwNg78TqTiLJxDC1r2BUmEbc5NjuB0pjDoPklIielcdv9vEhWMh2ve1Ya/14A7XKDicOP33MXmkzNarA9QKXaTmZ2nZvItiSsG3QWbh0Xtp2XgAdd6K1OFCLWr+4RcFejG5Sn5smmi9QCgcIipOsnjhFCvRVSomP9lACGtUoKZnMC6PUGneguLx4cvGyHn1mEydrJSXcHV1YZpdZdlgpNnix14wE9PZcE+XSdr81AOtGO45RrK3hdmzD9M6sMy5kwfoDOsIeM8xn5jAqpew+m7F6nVTUyUsjRjO61wZl0mxHAf+G/gTIYTSKHMt8L+BfYAF7aV9Am2h9toUy13AnwKvRBMQceA48EkgBPwP0HppbPuGqHgA6BNCTDdSLH+Kx1Msf/KSFMsdwN8BB9FcAb8P/K4Q4oqc2NekWN7XOH4FuBtN2LwfOCCE2H2Z4/4Y+JVGO9VLUiyPAe9fk2J5A/AxtDTOLmAe+AchxGfW1HcHcM2aU0iADfiAEOLv19ybpxRc6zzGMFoo2c+t2fZuYAbt3j0bfgv4NeAGIcRwo//fKcvyhBDiXlmWO9FSb/8eWsjaIbQU3Vng7xt1JNFEqhX4/KUnaMze/w/wBrS+d6BxjlUhxLcbxf4FLdV5VpZlO5o4/xqwp7F/GngLMCOEUBrhdO+RZXlWCPHDK6zjRc0zCmFZlv/vFdSjCiH+6mfQnp+K9u0t+FKv4thdX6EqLbJUX8Grq9K6rW1dBD8HrF44xsKJ+4leOE5FX8ZscRByDzLw6nezLRAil45id3gY6AyDVQczJxjLZFAWAsycOUNOkrBQJRW7F+MX7iL0mhtJxxaodE8Qljci6QHsSJYI0ANYkKQmBr1eFg7dQ3RuGb87QMlpxGlzY9+y5Snbqjc+2d/Y0/q4BbLVZ6N607WUC3VqXXFuWIVj80XyqXP8myeF0S/hd7SwXNJx6PvfJr2hzLbgVRSPTNLkKjKi5hlw3kxi43lqS99mqOt1DE/dTk9LHyKfos2ow9u5EVPIT5vpJibvvIP/1bmF2YUw8fAsD41/h5Tbg+3BFDZ7F5s7t9E9FkXX6iOQfYisItP8SIyvdD6KNdeNq2+V2PlVekJlIoN2WpeqXAiuEFz+BdSWkzwyv0i09QR90ns4MXWCnT07qZcKKAsXwHMAgGq5Rmo+TbDP/9h9SGQTNDuaCQ3tZnj4PAND25g5f4LuniGio0cJ+7tQJTO29k6yy9/Au7+G0ZCio7qd1tYQsezDuNsGyBxKYQ6/kf7gLLa4A6WjA2fbm5h8+G/p2PlGijEzxu1+dFUdUnvjOeglUKGYjpOYOIuKhMXhpjPczfnvfQ5nsJmJs9Nk9XX0FQmXu4ugdwPz9Sxu3xA5RcG4tECpqRtVVZD0ZXQWK7XVCpKSoFw1Ua8YWFQljNYKC6k5cnk7SXGefpuT6S/+O3WCLM3V0FmmGJ3P0bSzl+TSKawzW8j6/4POTTtJkGdTtRnd0PaX/N+V277zmh40S9HE915/+9RzfLqPCSE+CiDL8hBaWM4F4NOyLL8b+Fe0+PTvFUIsNtal3AS8Ebivcdwg8DDwQ+BGYBJNBLwWeDPwv9AE9C+hidi1vBe4uyGCXcCdaC/wG9DE8A9lWV4SQnyjYa37HnAULXGGHfg6miB53TNdqCzL70ATS3+BZkFckmU53GjXTY1r/X1ZlncIIU6uOU6HNsP66YYI3g98oXFtd6PNwH5fluVBIcQcmgXuPjSxtIwmeL8vy3JcCPFNACHEqy9p223AN9AEElcouF60lP78/sf6sOVPr3uu+/B3gV+VZXmXEOJ4Y9t70QYO//jUh12WPuCQEGIYQAjxQCNRyza06ahbgFkhxL83yp+TZfkLwO/QeC5CiLvgMWvz5XgjcK8Q4s7G9wdlWf52o45vN+q4NGyTAsgXvwghYmgDRWRZltBC56qNMj+8kjpe7FyJRfj/od2EHNpI8nKowAsuhAHsHjt+XZQ7vvcx0uaDvHbzdubueYSW196CpTIDtiDYfC90M1/SREdPEp08y9LxHxOfHkVRaljsHlp2HsTVvAFdTiVdjeHoCJJqVjBbQc2sMJNdROdrJZfLURobw75tC5XWLmKJGsE/2sPy6AO0XH0Av3UKimNg7gNGkBwVoIdyuUw6PY+iVJGaw8j+IPZA88/sutREkmJeoujspJ57lMmmJK+Y7+TOcoUZpUgxlkCxVpnvN/NqpY/TYhR1qIUz2QUOuLo5GzxLV+I67q1/H3NxhGKzkdbWCoNHo6R3urh6tcx0rkDMvUApm2QyfRQpfZChpjYyx0bJBJqIb4iwd/fbCQRszAXLdJokLPeeY960kXqng2tCfTxwfpkNcyvM7azROp7npDlC1Rnkld0f5O5z96LuMmCohAilllEs59jU9MuMnBFEyyuEHGEGGtdrNBseF8H1Kiwdp7n9Kmq1Gqqq0ur3UM4k6PYOkB0bp2nTXqa/+N849w3hbJZxS02UEntIqLPoXEv/P3vvHWdHdd7/v+/c3vvd3stIq96FECCEAdtgwDbGNS5xjGPnlzj9G8eJvy6J7SR28o0TN+wkjo17xRgbI6oAgQrqZY+0ve/dvb23md8fcwWLkJAEkhD2fb9e+5LuzJlzzsyeu/M5z3me56AGr6acNHNg2z4aPT14WpsoBQzkk6A3tjM3NM3i6/8/0rOQMStYjwvyfRkmd5ToufIKdCYDMIBZHyQXj5KYD+NtaGSw/xCzRRezkQLOOhel6Bw6VztKIUGiWMaeyRKrd2FHh9IZoIIR29hRyg0yDXEjqegxKs3tuFJxYnY9Vl0Ct66JungS+6M/w7XZijXYwaCxG6u5hEXXgOnQGH2LgiT3HsURrDA5fYDGpjnKv5IIrdqLsqaZyLEBQn3dwOoLNgYvJbf8/Ka/AD6K9h4o3/Lzmz77i9vu+8KlaFsIcVSW5ceBpVUL0heBzwkhPrOgTBJNsP14waX/Dhw8JSYlDXyv+oMsy18H7mSBEJZl2Q/cjmbZAk0gVNCsngrwdPW6D1fb60Vbbn6NECIH5GRZ/kdgmyzLrVURelqq9/MfwD+fcj8zwD8tKPcImnXxzgWXvw5oQBO/VM/9Qgjxy+rn/5Jl+U7gvcCnTropLrh+uyzL29CW8H9yhi5+GPiZEOJkov2zCq7LlfynHn3eGM5/6tHPWj6+5WKO4RLaBOdDwPurVn8ncB/nL4TvAn4gy/IK4BBwLZrF59fV8xIv1Fw6oFOWZVf1+3E2zlTHqoUHZFn+EPA5tFWFMtrKDKeUGQXqARNwFG1X4fOq43LlXBwwD6DNuB8C3iqE6DjNT+fF7eb50fGat7Kh2MLiiQd54MlRPN0eBoonwNddE8EXgGx0lrEnf0Uxn8Pub8DftZyu0LVY7H6Mx7PgtaEzJjGqeqxWK4qi4G7uorFlPStWrMD+q3vxuuZRpBL6PXuQChPUN3pYtdWCYk5D+jGYHkb7LjUTP5FgIjVBqVTC4eilvr6eZnn5BRXBAKbVq7DGxnGV56gMp3jzgRkelo+S1dtoLnjQF+MkpBSqQ+X+7FG6smX0NgPk8hyaH6T4zBhPzj5IyqTQke2kLeZlaOc+Esta6EjPcZ9ez27dYdy5DMUGAwcKbZg2GNhdOETcbkVyF2j1daM3lzmxaw7bDx+hMp3H5W9i2hknNhtj3nyYNy8yM6krsEixU37zrWzecC1TzQV+MPYDDO0zTMfnCZsO02+N8HXpIbZt+zIi/Cgdti46es+wk5/eCC1XkJoZo1KpUC6X8dQ3Y/PVIbV5mPd6MNmcyB/6ENJsCbWioHNfg33JYhyVDty9m3B4HXSuvp4rbq3Du3YpkwdjHPivXeTigsj2bbh942SzM+SOjyAVEhhMbrJxIx3B7me7ceRL93Js3xH69+9komJj5/FJjo6NEqlAUZHIF/TkdS6UQhy/vgCVMJZCBe9cnljZSEZ14VYrxNs3ka+YGOkwkbxyKV61SLqtlWZzAevcOJakyohhlOmr1qMbqyd6NIp3ZJRMrsTo0E6kXhd5b5TR2SDqMS9tuQZSDykcqcyQ3dvG3IEA0bSF8lDqgo7BS0XVEvxRwI/mBO0HPlo9ftGRZXkZmvXycZ5zxP7uWa6xollv7z5L9d8AumRZvnbBsfegWYrvq35eAew76ZZRZQ+aNQ6eezcuFBEn/7+SF2cTmqX222cp9xXg7bIsL9wt54PAT4QQcwv6ueeU6xb283lURfgGtPf26c53oVmkv7zg8IsKrrPcwytG1RL8gjFcPX4xuQt4S9U3+A+Br6NZQBfSKstyfOEP8MtTygwDDwJ70VyGfg387YLden+D9jv4gCzLRlmWVwK/Xz13rjss/QK4Xpblm2VZNlS/E7eder0Q4itCCDfQBHwS2HdqRUKItup1N6BNFlPnW8flylmFsBBiFdofH4CHZFneX80lfNl+QRzeTpo+9RmmY2vYE5pk91PfZejfD1FRtO96bOLl5Sn9XaRSLlLKpun/1beJDB2hlE2Tnp+h1bgOr7sVo82Fr2claquHdIcD+9oVZO0qDrOVoaEhwuPDuFwuUqkUJ7raUNI2yvEkxqW9BPVGnMNfIpMbYHT8MORlCPiBVsJhCWfnDTQ7m3E4HM/bae9Co5bLpLo3YLab8ERO8P22etrnXZQYxa4fwWGqw2R3UEzrmQxEiF2lZzg/wLC1hMnh5LjXS9wzSnYuyERpO8aAk0HnNE8VhjDPt9Hd6aE7uJicolLf0sVNJheFiXmUbI7gdTfjjyUZj0Fy+9OY7UaCDXp8xFn1vj+mS63H0R4glivx68oJRjdEcLk6SE4k2Dm0h7psA+3mxYzZSxQqceKSnry+TCnm4BfhvWwfPs5EcgKzwcJM/xyVUoWB2CGU+QxqpvjsM9CbLJhj/eRHD5BPxwGIDByirbkJ0HZrlFYvRzIY0FmOED66Gxom0KfmKU+lKCZOoGZXgr6RhqV6Vv3Bjfi6ohgbE9hngujLXQSv3IRlfBq3v42xmTh7D+zm+M6H6H/qJ5yIDjAycIKCv5uSomAAbHYPQYORTlOBVGwMg8uBwRPAXXJTl7OjBC1ELBKSyY5dseEYzWKQyvjtRewVHZ64g7lCil4xg+3YJJK+gNGZJ5KsYE3ZqCgxdN41pOs68JXdLNmcYVKKcXzIiMERJlsMkfXsRQpkyFlzzCTHmNm+i4aZcSLjOwkf/flFG5MXkW5euCKoRwuIuVj8TVUUpNH21d6JttQcrJ6fPFlQluV3VMsmZVnOVw/7qn2c5EUQQkxV6/3DBYfvBL4uhKhUP7uA+CmXxnkuYlMA/cDnZFl2VN0aPlY9dzYRcjJd0Yv2E/g5mjX7XQCyLLegWWe/sqDM2fr5LLIsG9CsdCNoLg6n40PAUSHEYwuOXQjB9UrwSoxhhBDjaO4ofwncwml8c4ExIYRn4Q9aMNlCvoQ2aepF8yFfC/y1LMt/UG1nAM0N5/1o/uXfQHPBUNB8g8+lr4+jrR78IxBG863/OlVXh9OUn0IT+vfJshw4zfmiEGIb2nf2Ey+ljsuRcwrJF0LsFkJ8AG3J5qtoX5IpWZb/R5blc0/2egmRzDZu/uL7aZ8zsCMmsSc3xc8/9gMq2TQWRy3J/vly9Gff4MTDP+LQT77M8GP3oNMbcHp7KTaasNctxd7cRKJgw+zpITI3TyaTQUkU0FmMlMtl+sVx0uk0JhNsWbUVafMKuupdbKjvxxqMY2hpxaqDhtIvoHUFBLW/GcFAAL1erwmui0x+7wG8qWEquQK6W/8Uq9fHgCrRaHdTMIYodRfwIhGNZ5EqevbN78WigtuVZMwcwW6IcIVnLbgSzEhlxidSWFLdTJuihK+pY74Uocm1CrvZijWvcI/XStrmY/1NN7JksZcTPX6yTUdJuEsMDh3ncCTKYyMpfrLzJ6Qdv2ZKvxuDJcOKSoj2A0E4kGfm4F6ykp658hxPZB8nH81QGjBhnPJiLVhwTfvxjDfhzRjof3SAYraEWlHRG/W0OCqE5zJMjzz3N9XmC0H9CryLNpKeHgXA27IIKVEGoKGhAW9Gj06nQ2dbS6hvHfbgVoamJ4kcOUipVKBs62PuxEF0ug7IOogONlDXvZVScwollSVz8DFMLe3MzQ8zc2QbR+cEg7sP8szRCLk6mXI2TaitB7fOgFXvI2SpJ4Oe2MQ4xKLYbSGsGJiIhonZ3SjBburG52nuH8A3fALFZMCbKmIqNRMrGDGlE7htHUzXeUiZQjQOSaSUcTzFCcxSGnOrF/3gAzjnd1OcfBLjwT7WFFzYyvXYJRV3JMPcvA/jVAfuaQfWlB2T0omxKYYntRa96VVpFR5AW3JZSAXN5/Zi8bmqKHCgicUimp/uSetn08mCQojvVsXDLcDJP9jRah+fLfcifAV4oyzLoaoVrIvnBzgleWE6EE/1OEKIMprfcRDtmexAC/6BM4iIBZzcBvJF+ymEOLnM/sHqoT8A+qvi5Zz6eZLqe/gHaM/15mrdnFLGghaEt1BoXxDB9QrxSozhk3wFbWL06wUuJufLWuDbQohBIYQqhDiINjl61gddCPGAEGKjEMInhFiLNjHZKYQ45y04q9+lFdU6rgVaqPrcnwEjmk9881nKvJgP8LnUcdlwXlkjhBBp4KuyLD+MNpt5N/AXaH+gLjvMdS38yd/+B1Pf/BC77VN0+HuY+c5nCL7zk8+WmToyS+OSulewl5cvqqKgkyTGd24jMT2E0erE1r2GSnwGvQomcwWn1U/A3wO+Cvb2NswViVh4EkmS6E+M4x/I4jLZcPosxONxmpv1jE7M0draweiJY3Q1ztPjdRHdfoLtjkVct+p1aBN9jfLQMJLPR6jvBcHVF5xsqBNFHOa+R/bRHN/JilVOZmcaiTbFSEgJsvMKc3kD9rp59CUbStlExBrGXqkjW0qRNOaZKZ6gqJToK+hp7Onm8cSDuMpBjo9OsCSnY8qyl6jFCd4ijslDjLiBIyCe2kVq4yS3NH2IwwP/SKllM0VvA3t4jPdaruabA0Za7Cm6y1fzfdsPQWdidiKM1+qiKWlkPqqnoqSRUh0kTZPYk2Y6j2xECR4kh4/m/Wtx+h3s/dEhlr5eRowcJxBswWiV8Le/cEe+Xbt2sX69FvArmY0QMlIqlTAajVR8oI/nyEZnUK0GcvExejvWozeasHiCSIU8bkuaXDxO+Jn7qb/aic7yQwZ3h8hmBnAEWymKnRwbH8aUUzHZi1gnpzCtWE3T0CxJp568Mo1+fgbFbUTfEKA5qmPA5idolphLTmN2eHGaipQsWVRxmLLLgqHRjO1QAcaPoHaEKLYGcJjANRIl395GPlvGozNRsfuxxPy4DKvAWkGvVIj2pUkbm8jbzLiOzWN1WVDNs8zvnUAplGgPbCThEKR1FTx60PtzRH8ToP7mYQrDvoVD9lXBL267b+iWn9/0WbSlZT2agPjsJQiYA0AIMSfL8v+iZWJ4N5AA3oGWHeFM1+Sq756TgWgvxsNoS8+/j+YPec8pguUAcIcsy9IC94g1wP4F7Q2gCXEAZFl+A5Dj+T65p2MHmoB8J9oS8YtxF/DRataG96P5WC7kAJpgWsgaqkFK1X5ZgZ+iZdq4ofqePh1vQ/PvfIG1WAjxAFow3sk6v8B5Cq5LjeXjW4byn3r0BWP4EgTMgWZFvx5t5eCl8jjwTlmWfyGEGJVleQma28Kzv59q6rIDaPd3G/ABnj8m9Wii01T9bKmeKlYzPEho42Uvmovr71f7vb5a3ouWUeIeIUSkuirxn8Aomh8wsiy/EW2V4TCay8zNaKsYHznXOi53zlkIV2ect6P9IjaiLT1dL4S4LEXwSSS3m+aPfJdm4IF930Qd3oj6xEP0Ryz4TEEalwTPWsfvKkOP/QxHsAWjw0UxESV8eBeBRavJSDrMFStdna/Ds24584kwHW1rmS+lyc0kaKgPkR+Zp6mpiZA/wOGHtiONjmG6egNqsZmQbYjKE8dZ3dYOzneB5QC2lbcQPlohVQrgXOCuZuy+qKtcz8Oy5yH0V1+Hce9RBoopsIEuWWLWluBG71XsyUyR0R8jZG8gkzAxpx+hVFLIKjF0uhxKRSVRTNEk5RhTLJjyE+gzBpLGWRLpWeKJIK+9agVi7H68YwXicTfLwhZmfYJ0YxpL1sIDu77NqmUfRLCLHePHadG38XBhktu9Hn4V7Wdsdh/1jqV0+M08PbEDNe0lG0uStJYIHFuLuTlNJePGO+3HlpOw929ksmeO6bWjdM1aCHQuYXjXODa3BX+7n5LhVIOKxvJqBg5lLIHU6mZ6ehqj0YgvY6BoSGBp8mPLBVDzZcrWWVyNV5KZnyY+2o+vrY/AonlGRYL2G24nEsly5LF+ElkHpdgsicmjqEPjBO1m0i2t1PeP4N+zj2TAT0NfEfu2GUzNEv0uIzFMGJ4ZwJRP0rJoExHPBC3HxrDaM1T6R9HZbEytWobbEsB88AhJhwVrQ4hi2Y2TEpVIBJQ8mVyRilWl0uxguqDHms8QceVo1VuYn0kS2CDhLBaYyeRxSDbSAzqUugTOq4LkRyzoLJM4p7rwJPbhcqwDu5Ho2ATqnjkCb3zbJRujF5Jf3HbfF275+U0/Q7OWDl4qEQzPvjx/DxivioA/A74sy3IZbbfSqaq/68ZTLv1T4ImqiP40MIQmAG8CrhBC/DlANePCV4E/R7OS3nRKPT9FC1z7mCzL/4zmi/sBFrhTVP2YR4EMmnD4f2iZL+Ivdm9CiIwsy38MfL3q1vG/QogZWZZD1XtOiGoeWiHEuCzL9wH/i2bpPdWv+C60VFWvB7ahCZBlVIP+qv7F96Llbn19NbDvTHwYuFsI8YIljLMJrssVy8e3fCH/qUefHcOXSARTTSv30Mus5q/RJj5PVL8PEbTMJJ9ZUObv0QIfDWiTtNuEEI8uOP97wP8s+Hzy938t8Cja7/PLaNZbHfAUcI0Qor9aTgXejrYxmhVtAvcYWpDoSZ+5IFoyhGa0YMERtBR+d51HHZc1Z91iuTpL+QDaF3AezR/mmwuc+c+KfAm2WD4fSieeIGIGdyzD+MEIuuYN9GyqI5XU4azuchU+Pk+o9+K6t+TKOVLFFCHb5bkD3siTv2J894Ogqriaupne/ziOukZSY6P0bnoPmUgUU9BP65YtmMcy4DRzbHYI1WogHZnCWddCuVwmtfeXrLrinUST4zQZ/Ogsj5Kzl7C5V6HGopRGCsx2b2V+4hiLVq6jXC7jcl1aF/R8qkBm28NMTxYYemKMiHeOBvsini5Okl4yT8eoF9F2lGB9L+n5KFOeWQpqmryxQl1ZopDRE7eXWFK2MGRR8OeMTBmz6A16GnNOItYcppyFrlQneVuK1lIfef9u6lMKx+wh/B4PV+c8jPc0IKKCmalpXKoLezFPm+ka4nMKS60j/NI6QKDkRWrzsiTv4cR9wzhGQuxfEiVoyWKcseA06Yk6jbRJddiPHSXUlGbctpSRlgQ3G/30z6To6HstocxuKouuo2ll42mfSfjoboKL174gRVg2m8VqtVJMx+GIQF22HLP5GOhh5oAbWwD0GBk7eoyxEcFMIY/RbMAzEUWfzmOymClJZSyFBGrBwPySFpqCfcT37CQ4OUm4tRX79CRlt5uC24+lPkgsMkfZbKNr5gRmg4OB7i4cB/vRzU9TbmuiUrFi9zTSPJViqMVB2WjH6Y8QjVlomhml0uQgOqfgqXeiS0DUNYsx2YxkLJEvJugqhpjnALmcn1alwFS9lc6OIYZmluIQWSxL3fTk1jBW9zD6QSuOm6JU+nXguZKQqxf92hZ0es8FH5fyb8kWy/IL8wjngKfRco8eqZbZiuZ3uQHNHSKMFnDzn+L5eYQ70ATCDWhBaVE0K+3nhRBPLyjnRfPTnQBkcUpOXFnLI/xlnssj/C/i+XmE/w4tpZgDGEPbROCcc+bLz+URvgLNajeDZkn8p6qf6clyr0ULlPovIcQLNqeSn59H+ATwp+K5PMLvAb6J9jwXBmw9vjBtmizLa9CC7JYLIQ6dpo1f8HzB9fcn26hR47edcxHCFbQ/Av+F5ldy2guEEDtepI7LSggDzBx4ikq5hG9yjHJjM7mHf0S86z30vllbDq6UKsTLcQpDZRo7zWD1AKDm81RmZjC0t7/sPlSUCoVKAZvx8tze9eAPv8jEnkeweILY/CFmD+/C0tSD2+MlUTFg0tsJrliHK+KA5SHS/dPYQjYCqolYwEbhoR3UXb+J3N5/QVn6PkLlMSRnJ4QkiO3jgcFu9Pkp9KG1GAox1re1Y3RrAvhS52dVFAWlrDD75CGmn3yan/v20lDuYLwyj1SysaFtHXElSf/kMyD1UmodYiw/wRZHiH4pj6rEmS1XsKgqHaU+5iujNJTcHPdFMcR8GK15/CkFQ6iB8dQ4TYkmVllbKZbvR610Muyz4jI78VvNjM+PU/R48NPOUPYQLVY/Q0N6HFISd8VAPg7T/hxXj9czqsziK2UY9hnZOuxhzunCbNmOVbkaQ4cRZTzIilva6T9SItDpwVxUGbPNsqJ5JcEuP6qqnvOzLmZTZOamkFz12DMqqalhPOtWEpmaxW+EWDFFtn+UUYMeY+E40V1jOOdnsE8nyEgKWZ8HQ1FF8vvBpeCYnMe/+kYyJx4hU7Bg6FhLzJrEZQ9SfuwRkp1BCsUi9cfHSTd0Y21tJXV0D62bXk959kdU4k5m0xZMneswDD6OoWUFLjPkVROOnAMTCSpxHdnoEDb/IOOVRsqOdpptFojEwatilErEdeCIBwh7BtEXPFRMdpTsJDrjOC2+G7FKVuZcO7FZV1PJHKCx/U1Miq/Suf4j6G1lEqoRt6ELqfmFLiYvl98WIVyjRo0alyvn4hqhQ0so/ik0EXy6P8oqmgn+VUP9iisAKCh7MKUmMS/W4+3SJtSxiQSGTJyIqYjfGSQ9doKKU8ZkN2FxmpB8PlRFRSe99PdTLB8lW87R5DiXuI9Lj1IukYvPY/XVUSnkcNa1MntkD5WKgk/eijczhxQv0uLupNBowWy34OjJ4Qm2k4tEyecnsa43oisfpejy0NxkYuyEhCV7iPt/2ULb8kbGdu1i3ZtvIJKeITqdQlq67BXboKD4xBMYOjtRpscoNOiwzngx9RowhfNUUil2xx9gJmfD6zcSiBQpCjftRpj05ykY8hQtVkzFHIZcljnbODqnmZHEPE2RJgr5OaaLetxGBXMkS5dZxeneQOtQmPHN7+PpkYfx6IwYx90UGmJsMWwl8dRuJupySJV6Cr2jbJnZwC5njFDOglrSQyROeSrPkr5raLNH6Ng1gz3opmNlCxOVK3G1JKiM2Vj3uU0U9+/n2g9oE7zi4SN09F2NUdJ2bzvd81ZG40htnhccn56L0qQG0XtcVOanyR4+gKMpSOXQbiYsfuYfuZfM2qsIff2/GeuoJ9rYiq5oJt9UT0BnJtncjm5gH1FTlrawhC1YgMReMnofpe5mGNmHQTIiBUewv/4alPAEjboWommVfFcDrv5JzM0qM/u3o0tnsWwMYp7xkeMo6WYXfWU70fHtxHvXszidJmKrEPMWcFsMRII3UBczUMkkkKQMSXMSY85NKSGR7JrH4J2g2e5iOpJCMR2nx9lHuaGNhFrEUK9iH27FVW9lSmdFzD5JW9M7mB/Yi6tPIrUnjrHHjd1tQ+esBeLWqFGjxquJcxHCHRe9F68g5nVrgbWM7/Myk9vLuogfY3wei70eX9HCWDQOlSAruh1MHZ7F3+dhMDFGS6YNd8O5ZZaZOjxL41ItIK+slAlnwzQ6GnEoLwjsvWwY27WNfCJCMZOkUiwimSzY/CE6Nt1AITWCGmijYEywf989eLpX0LP2ChJHI9hnY5iUWXo23Up5XwP6BglVPQqmHbQueTtDYbjOeYBCqour/+haCpUClgYL9Lyy92tcvZpyJEqxt5Hjd3+LzKIyg4UwjpJEssFDcKoZT34MQ7KOii+CfTRIV9HAhCWC1NjIRPYYd+Q38LB+gM6ZBFEcNDpMJKU6pHkLtxva2M4weQykXRKJ+X08Y87QFF5F3XwPfUY9ytV2EtuyHLBNkldLmJLj1PvqGN/XSdx6hKbj3XilCOaClXo1zFCoQm94GKduglxHHx03LmVmJMva1/fhCD63hbJRfi6417T07LuASm0estFZKsUCzvrn8g57vV4KTzyFxXolUqsfr7+BxHe/z1z/QVTJQcZmIzc0wLjcRt3QGProPNFFXbhLBSwTR8lTxgH4h8PMb+jFoXTj2byJ6Nwk4aF5AokkmS4nTmcv2dEo6vw8pk3rKTiWUpcfx9wXIlIMYs2P0vSW28nuz1PUjWKISXjbG5FiEq6uTehGBVmdDbc9hF8pk/fYsFtc5AJD6EN+DhbibNB3kTFPgQ+CITNWvR1j2IHbpsO+4TjhZ6DO2Eq+tBN7yxYS/QGS0RhuezOB1W9kbMe9uMtF5souGja8l8mnt+HwWPFa6jAajRd0bNa4/KjuANZ2unPVrBg1atR4lXAuQvhMJss8MHCOu5tc9rSsuhrpwRi0lIntPUjz0n7cniUo2WkyjlXM9M/hDDkohEv0+rox2bXgzNNtU3sqkl6zug3GB5gdmMfQLBGyhRhNjtDteYUV4GkIH92NpDdQTCXJRqYJLV6Lv2MJY4f6qczHKRZjlEsVlunWEO1rZXh2EsfUDJZuC9miRFkkmT30K5b4PKgYMdTl+epPlvCHb3ZQOjJI57VXPtuWxWB5kZ5cOkqqkclDczh++BVuCLUxa0pSt2gt2ckpHHt99KgumvRlhiaaKE+XSTiieBzPcNhsxSqctI9sZHvLQbrNLpRyL6niLPtN8/jTk+hUlX3xE3jtkI9CJm5nVdsKpoaz2A1zePRzHBrTs/bYUxypdNE5D+78LOP6JhZfYcIdTtJsXoUjtZuwvQ2Lup/CLYu4XdfH7FSRlg/fial/ntDyekKbX3hvOqv1vJ+Hzff8TCrZe+9FHRoivf1J5j79cbIdvaiZKKrJgjo8QqmuHofJhJqNUW7tZKzbSt3wEKrVii5eZmzDVvRzI7S98c1ExU7aFjcTO7yH0W1J0v4UbuoJdoQoeBuIxJM4bEV05SnCe3fgzMfxu9qQAiswtTzM4UKQjkMmyvoc9s5GlHAKp9nLfOwoFl8Xbl8bLp2fCW+E5nQTuuIQJFUcUhOmpcPUHTxOWteL1WhEl23FOJ3AbDeRb1PwWzyk0i2wMcLc9DBufTO5wwnShmHqbHYk01Im9j6NxaIyNzON85CFufyPabwmiLnZRTYyR0nSv+D51fjtQghx9hlljRo1XhWcixB+gjO7RJSrWzH+0YJE5a9a6q+5mfDgPHRsYCwNtoPfo2xpoXHJKgoTh7FMhilLXiaemMez7gaO7Rxh0ZU9VEoVxI92Ir95LWTnOZiYpS4dxNvt5/57t7HI1cOQ/RgzY8eIOiXGBsf47uEf83tL73ilb/m0JCYHaVh5FcEla8kft6MqCkaXB29LF+npMZydXbg7e4mMR7GZOli0yEMqPIzPFcKQ2I20ej3+Q99BF9QzfbQZ1Kt4s6r5iLeuuTxdQYqZIgWDE7Whj13dJkrpE6z+VYptdgVrUwKhi/NMdJyNxwqccMdxlszksl4C872s6YR97jR1BjvhqIrXHWdtbJ5sMoFib6KQX4wjO0Bu2MOiQJiH3RX2zu2g6C1zLKejLhnEpOYx2DfRrWsh4BohaVxHj+27pB99Axvrj9I/YsfTVs81H7yZp7/TjTcbJN3rp3mjB4PJQNPy+ufdz/mmBVQVBSUWQ3K7UUsl1HSa3ONPkFy6BOf27SS//R3IpsHtRTHZKdoknDMZ8qU0ytbXoT6zg0qhSNHpwFApYMmkmFqylGI6hcHvpF4Fh6uVE/1PYAz1MT0yzDy9qMnjuG3tlKbGMbgXU2/1ErdMUjG7sPrbKT21k5m2OhyL64lPHqYyZ8SCQt6RYHxilFWWDkZUH4VBgYIeKZUn6UjT4Gul/sgAOfU45vUdZAvD2GJWON5NoOIkkGxCrzcy1xiDTIjKXJKKO4O74RqsxRGKB9yowVnyph7mpuPU6xfj9q2mEtuGI7eedMMiGlyLGR65l7LRTzwCfsMRUjoHdaFXRQ75GjVq1KjBy3ON8KBF934KLZfeZb0n+bkwe3wetyFDdDyJuc5Monk14dFGHMd3MGe4grr8IOF8PfHxeVKmMLHIIWJjQbwcJ2QLM/lkmdyJQ8SkAVKhJXiOWhjXuUjpHsU4WMFuC5IMCypqgI3NDUQLl2eu8rYrb+LhT/8+RpuLZa9/NxNP3MvoE79CqhTJSzmMc3rs6jzTWOiYmsWgRLHSSswZxaTzY50bRTc/zrY9N7NBGmeykGBpQxooYnVdHhbghZTyZSqlCoVigVThML7DRVoXXUlx6gibA11krpPJH5vEejzLM6sjLHYuY3RUoDobaQ372Js4RMCfwTXsxGpZi9/7HUaLy9iiqOxgDms+x7QlSLcrDoUCa+J9pGIpSiYzRmOUXm+GfaZFzER2Y82XCVgfJTLVx9zaOxnXG0iaDPjTEyQ9VzB2OMENH7ueQqqAzWdl6sgsAJWygqTXPevze965sSsV1GyWzIMPgs9H7p5fUJmZRZ2dIbflGgrzYcx2OxIq4RtvJrDjIU4sW4MuFcc2PkR46w1kgj5CsQy2wT0UrVas40MsWb+J6MA+powhyg49GzuWETkcYTZ6hFzRSGdbGxk1T2NnK2OWMkgZOvV+RkenCeeOs+j6MuqIhSnxBOta30TeMsKY/zAFfRz/kJlwyk45uwfF5MZmH8YWV3EUl6C29OO01mEYbSOZL1OZeoZYeTUNnRXMdQ1Mj0o0Y6ap4CQqSUh9fgzDXoyrK+RDbUiTR3G1+plPlWn0gCvvojgTJZVqRqpE0FUiYO8kkGtmsqmdeDRJRRpj6ESecimOcfla6vquPOtjr1GjRo0aryxnzRpxNqqpXf5GCLHiRcpcdlkjzkR2LsHE3kme3DmFsXGCJS4/rYEixblpFEcLOSnE3NFBAl11pKIG5mahQ7kLc/1GisdTFN0Jupvt3Ds/TcDZxGQ+xlVb7iRWV6B/cA8n8tMsa9zACv86HLYKiWKCLs+ly5V7Lswc2kF09ARTh58mNZfGbC1jrVuL0RCnpWUdsRNH8WxYTnF+DP/iGziwbyeha5aSfLJAl+44DxqXcW3zDI7ODZc8DdpLoZgtMTcUYebpE+yf3svyR/ezc4mJ5aPzPLBF4XrXFroH0xzOzlNYtIoW1UgsKvAeHeUBeydrplIY7SeIzC8hN8OsKQAAd8FJREFUu3IGe7hEKreWREsMz7SfZvcwk+U2lhmfIl62MJ/tZLrtOJ3JxQRygvHCJjxSGFOzieSUDbNhGEPHKqRYifSalayO78LY0I6yfC02r5Viuoi31fNs/1OzacqlCjavFbP9xTd6VEsVshMRSl4TrgQoapzck09SnpjAvHgJxWPHyD38MMrIEPT1wcEjlAs5DG0dlCtllHKJdF0Q/dIVpAaHMGRyRLrbcdvc6GxmSu1uSmI/zjXtREdjeJwuXGOzJL3d+JYVME4sxTY/Rny1ghozEx0XlMhinHVhbmtEtQ+QyqvoiyrGTBibvpl5Vx5z89V05I/Rnw6gGPU4KlkimRJr5ZXE96uYUrNUmjy4jYKUywyjHtLEaLStQNWVMFsTzBUVyuMSnuWdHE8eJdRtxpEJkU2YKaoqdZZRim43k+hoibgplHOYJ3OkXVnKLXGM800YUkYKpgyupYtxZeY5fvAhXM1mJsJztNbdznT5u9QVF1G/9S2YzDNIntUva2zWskbUqFGjxsXlnLZYPgs7gc4LUM9lweDT07jNSdaHnuGKhjaOzoyT9WygpBiYnVDpChxBHztGbvwrzIQ/T+fiMsrr/5hEbgxhegpzYZjJR4fJGkZIDKXIu0eQdt7LYbGPElbeuuKtLA+s4mfHHkRXcV52IhjA0yLj7ViEy19PQ6gR56bbqe9uoFDIYwy70Tc7SA5PQ89VJAZncOf1uA6M0CUe4ECTnZsdURpXXv+qEMEAJpsRpazg6qpn+WQWc2KI4Fgjxoyfa3/dimPfdo7khuh5/e/RPjyIzuinpCqUe5YQ8tsx+0ehpGNZz6NM2GCsW6GhuA/3hJOAYZpooQ673ctwfhnzqVZCXWa8k1eRSvuwZGNY9DnyTjdOuw/b8iClztczN+vGbiixvDRG/Yc/iP+NN+JucGKym54nggGQdJisRgqpwlnvVWfUY2sPYvjFL9A12Jj7xlcpTE6Q/c73iH/1K2QeeghlfByyecpDwxRQKdqs5KJzJBwOTIsWk+9qo9AcwnTFRorr1uHyO/Gvuo74utXkChUsTV4ySRfWutXoTXbGy2UkCpwIt5JpdLBDFeRmxpkanSSRs+CvFMi3lykZivjqrmbZ2isI9RjJz3op+SK4OmWyQ/0cmzQTKhpQyoOouYco6xLsOzqHTYrjMHkxJVNEJ5qwzQXIOIuolCkHjzOQeZhw6w7GU5PYAxIT4/ez3LiYhmMtzA5OYI8n8fu86Cdaccw58Q9YEOEJMpU8KYcNi9VJW/IasoUiFkMSg9VOYuoEY8PDWHrbaL7KSJdPZiL+dVKDDgrFBIVjh9AZDCij8YsyZmvUqFGjxoXhvLZYPgMetO0xfyvo9sco7fk1jZtvwzJ9lKu23oquIhFqM/DMo2FOPPo4q1qamQhtwhZ5mOSeJ+je/yRPSAFaK0ViR4JkGirc+OujHNrYSDRuwri0whJ3PUfyJiy4OTZZ4s+uessrfatnxGCxMvzoz5g9fpjguutp9jqJREu0rb8el6UOt7OX6akjeIJ1zEwO0nn9Fk4cfojWzSvY3GbAVnfNK30L502oJ8Ds4RIVo53kpitxTxvJ1PfiCD9JpBCk5X1/wv57H6H32nVEhx/CkepmoJBmiSVFMbCCuu4x9kz10XPQgMdVxOaeZIlnO09kellcnqGQK5Kr2Ag5YGTAh7OlnvoeO4nDUST3AK62dzM6GIWMSu/WVlz1TuoXBZk9Pv+8fianUvg7np+v1rkgQ8SLUTpxAkN3N6Wjx1CKRabe/jY40k/WbEKfTFI6FENVFLBaUSwW9PMRzPX1lH1BzPVBUtEoyelpjKtfTzyZw5jOUVcoMNbdzfDcEcwjaTwrN8JEHrvZCRN5cmqWxva1pFIx9OYolZkJpP4TWE3vxdawm+amJgrT3ZTDYYwNUxzdMYjBZcA0ZSGw9GocUpThoRzRmRhNztVMqhN0kCUdWYw1YMLaPE3pUImJ7iiVsWZ81gCVOSsFS5m4zozrUJCuujoSpQA5xxSVQBdBQy8iOUGo1Y7ziBun6mGsNEsgk8M6bsFlhhajnXq1nYo7RzI1isIURaMOKglShSMo1kXorXPkn8oTUXNM5QzUWQKM2XuIjY4QnRygIRKl7U2XXzBsjRo1atR4jpclhGVZ1qHtvPPMhenOK4910xVIkg5DcRdixwRzZRPrDYPEpS7qCgcpq372kKQ93ERwVM/9qpHOeiuNMQOPSiuQNincXDjOXMv7SedmaLGtZErqpjyUYUzXwi4KvHn9cympZjOzKGqFoC1Ef7SfpYGlr+Ddg6JUmDnyNBZvHXr7GIpqoKg3U1eyc3x8jtDWpVDM075hE4p0BNum12Cz2Vjf8PZXtN8vF7PdRFO3g9QymankCipHf4MuG2fW34fZ1sehf99NXt9AyVXENdNKM08Qal5K0dBHPD/LSOGN6JoSuJx3oRxeTMEfJDxSR3PZSdJoxbJ6BW4pg90WQ3/MQm+vjtDtywj36GjRq8yNG1n3thUgQV3IgeSxojPqn+fra7KZ8He8uOvDQoqHDlGJRLFuuQalUib8y59ieOhJynNzEIlAsQiVClIKMBgwqAplQOfzUcllqZhNFF1ulOgcM2tXYlu3gehTT8KOHZRWriS09QrmhiIEGnoxSmVK0W0UH/ghBtmJ0RBEag5gmEwQWlZH8niEnnIdUh20rxXkTCM0F1rJzE4xO6XDeXQPWa9MaySGcuUVlJsmGXzyflpWbWFxkxmnfpSUEsZHgSO5FfTW7Wc+UUdjcIypUgjTXj3eQAhDUiXjnMGRzxEw+CibD5Ff+jbKM3u5uncFencQXcjC3G/GUSJlmlY1kDw0T2PYg1JOEHPamTOk6Su6SYUjqIUEiTVuDNkSRuMM0XCExlwP08QIWhTSqpfCjI+pQpHUVAlL+jCJYgxXYxpjwA+5w2BbzasszXqNGjVq/M5wViEsy/JdZzjlBtYAdWhbZ/5WoKoqho4OHj4ap8GRxZL4CaXcFiYGnmCnFMQWKNAV7SYaCNJqPcEVzgDO5dey41CStdYUT6UmeGa2meHOUTb7mim4HPz0aIX3v30zyo4B3rj2+Vl36ux1zOfmSZfS5ySCywdnMJySIeBCkp4ZZ/93/42C3orNZMA8E0FqTWK0O1mzaiWuYCPT+5/A2dCGQVqH6dx12WWP3u9nyZ03slhROOwqMBk1ogwcJJLS0V0X52BmEEulhZjeiumD/8z8d3/GXGsnazpXY0nNMZVuxbbvGibWL8WUPk5owxJUnJj9DvJpBZ9ulKY3vJVeRcHp0lMy67FvXo/VYKUdUGI5dHodWI1gOHevJbVYpHToMKY1z/dHNTQ3Y+zuJvJnfwE6IzzyAOVYHFQVyuVny+lA+2w0oigVpGiEcnsnluEhzNk0Jbsd3fp1mA4exbF0OYrZiTkzR270OI7WtSgeCcfoLKNKA/at6wj624g+sx37FRMkIoeITRXJTkE8dh/zBgdrb3sv+eIBjjy5i6DqxZp4BsUSIhspoUtnST29nZalW1B7csyYhpAO6ImFI0Q72si47QS7D+EZvYIe+xSZE0soOQz4WyWUiQrF8AgN9quYUZ6hgIk5ZgjoR5HmDEQqoyhjMVy+Au0lOwmDEb3kJrXYhGMmRU4H86U0vliRZ2xhVLvC4oKZykyWvC6DVHIxayqSUyeZihoJO4sUGh3UTWUxmL3EnT3YS1lWLLET1m1hMJOlwWJDVxPBNWq86qluE34N8AEhxDcWHHejbeVtR0susAX4hBCi/ZTrtwCPnPT5l2VZQtuC+wNACOgH/kwI8fiCa76BtkW3DNwthHjvi/Tv34A/Bd4nhPhm9Vgb8N3q9SZgDm1L7n84ueW4LMv/BNwMtABptO2+/1oIEamefyfwtVOaswBHTsaGnSavtgRYgTcJIX52pj5fLpyLRfhMa3sJ4MfAl4UQYxeuS68wqopaKLBl2TpGHxIsfvP/MPqrPaTr2ylF9hOs66DLMEcx7yXvfyeRfhu7siqKaYJE7Ch98aswOfrpsF/J0CEzdb+3ijumU7R6QnzsptML2ID1+emW5nPzxAtx/GY/Xuvzl8Glzgu/jetCTmz7Hs5gCy3WNtIBK7pDU7hDXYw//TNM8W3kTP8f5lCQ9NxB8qMFHE2tWJsaLmqfLjWSJNFzx9WY905RXOQiuuNBEoYQTqkTVvUhPbqLPT89TtvKTbjGJhjduZ/uP7wF41gcndxBe+sipFyAlq1XATB9eBaD1Uiwa93z2jl1DzLJe/75fgF0JtPzRHBh1y4M3T3kn3oKQzBA3maC7/0ICqf4EEsSGAyUi0UMQNFuw1Qqg8GAPhGjbLOh6CQKTifqiWM4zEbyxjJ1N16NZfdO5pwN2FMpCqrCWG6KkNdPZjKDQ1eiuGE18/f8J4gYqdc4CTWXUduuwX/oPvbO7qTVX0dZdWKTXBQrzxBvdsGgjalGN5vemCF1tJ+6ej+FeDPJ1qP4OjagS+iZS0UxHjNyQp3EPTdH3uFELTxDcW4zjc4gZdJkKhHKNgueoBdf+kpa7a1M100Tc+apMypIHjvZ0Qyulb0M7jlAyW1jNJrB4vXSlClwxJElW8njTBiYDSWYTOUZNFppUT1Eow5iASPGQIWmljSHDzqZax6llJZQlTQVnZ25fAO+3izLN3UDfS/pd/rbRlVEbAKK1UMR4G7g74UQSrXMNcBfARvRXrRzaKuNXxJCPLKgrnbg48D1gK9a1x7g82iC4vtA08kX+YLrNgOPAd3ADPAtYCXQBXxKCPGJU8q/DfgjYAXgPN+gxQvRTyHEsCzLq4AvVfs6D3xeCPHFBeX/BHgnsAwInyrAqmX+DPgwUF+t4795vhjyA18GXgeUgR8CHxFCnD3w4HeLI8AfAt9YcOzdwAhwvrml/wz4A7RnPog21n4ty/JiIcR4tcxB4EfAB1+soqrI3gpMn3IqArwfOCGEqMiy3AncVz3+5WqZCvAu4DDgRftefhN4A4AQ4jvAdxa0ZQTGgW+fPHZqXu3qmPw4mqi+7DmrEBZCXHspOnK5oJMkdFYrSiKOsaONyEc/RuiG1zB1+BjtGR91SoLU4tcwEhyi074Co2U/Vocf/+hSdPp6/C09uJtX0qIWSH9oKS31LTxjHqK1mMJtdp+2zX0jUVa1+wDIFytMz+t4eOwAdjNsab6B7nptBzu1VIFcGRwXbxvXVe/8SzJzk6TCE6S2/5LhphmMT/6SdGSa9kVvoJiYwxysI5nT4W4PYglePOv0K4nVY0HeqsWATnU1YXKYOPH4CP52H6UVizFLRvIVI1l7Pf7Xy4R6AhSzJZqve9cL6nKE7DhDF3+zqUqlgl6vJ/XULpS7v0Np5y5QKhCLv1AEAxiN4HJDPAbBEKrVBmoJHDboXEp+5DjJzddSqmRp6e4kNzqFEo9hyuaYjI4QDPpwXH0ds8d20ROzM5Gq4Bwe4mDlBP6jUfIWL96rF+GJq5RtKuWONqRKA7b4HuLDAaySDjF2kEVLridlG6FgseNMTZHZ0YpkMZKdy+AP9uPqjWOLNTEas+Ayp5mcMxMwGJlv9NNZBl9DO6lZE1E1RiQ1z9LAcmyGOiJNI8wnm+jMJ2m54gqOPPJrsosDGHV6ymvqiUyOkh0dILiih5IpTjw3wajZRZIMCSWP0RmkmPETtURxGB3MGafQqz6UMsxmy+gSEua0xEzOg2TTE7A24zbqKBZVipESxbkQydgBAr0rL/rv/qVyy89v6kQThgO/uO2+oYvc3GdOik1ZlvuAh4EJ4CuyLL8b+CrwD8AHhRCTsiy7gBuANwGPVK9bDDwJ/Aq4Dk1AWNFe2m8B/hJNQL8H+NdT2v8g8EBVXFqAHWhi4LNn6G+set4K/Nf53OgF7KcLuL/aj61oYvhXsixPCSF+XC0/BfwzsAjNunhqX94AfAbtWT4BLAUeql538r6+gyaI2qr9/AXwBeD/O5/7fiXIf+rRZ8ew5eNbLvYYvgf4fVmW1woh9lSPfRDNYvrFM192Wu4AviKeS6n177Is/xXwXuDTACcnPNXsXKdFlmUn8HXg7WjGyWcRQqTRLM0nUQEFzUJ8sszfLjgflmX5i2hW5DPxZsCFNpk6Ex8C/ksIkX+RMpcNFyJY7rcOKRBA8vloebOf+MheEo/vpLUnRM/u32Dc8Pscm9XTE2vB8vjjtO/Zj+Gv/pSiYZI9kSG2XHMD23d/jVxQJjm+jWDKh0fXh1V/5u2YT4pgAItJjz/7OBsb11Oc3sfw6BG6Q+tA0oNBQue5uHl4JYMRZ0M7zoZ2XA0d1O9/DH37SoqPfp9Q+3J2fPszBDoWseh178Ts8FzUvlwuNC7TxL7da8NgNeBuWMrYngl6rulEVdVnc/c2rzi9ZfxiieDC009j3rgRgFKpRDqdRvr2t0kd6sdUSMPExBmvVS0WKvk8hkgEnV5HOZlA73WRsTiwj0/iXO1C9653YFYNeAIu1CMHkVxeHIrE6JNPY+taz4xixf3L+6ioo7iKi6hXypxw6slndNSlwRIpknc4sfnSoC4hlTjBdIeZttECyWIWKzaSDR76Z/uxBxwYPBas+gKF9iSZuXo8yxQmn96BsWEzR0YFFedSXJYRWhuCRGdTmKNNhN0ZdLkmnCUTc2SgoZdCLIXl6nkaTZtodpuZGHgaU9mLzWciOpshNptA3nglhWQM8xvbKWVnGUs6MFlTmIpTSBYrdslGdDaM1ZXBYnARi4cxBr3omCFk05NMllHrVYzeEoFYEdVZweWp4GveSChWxrt1KWAmELx8d5i75ec3/QXwUbT3QPmWn9/02V/cdt8XLkXbQoijsiw/DiyVZdmOJiI+J4T4zIIySbQX+8KX+78DB4UQC2ecaeB71R9kWf46cCcLBGbV4nk78NZq3Xmque9lWT7ty1oI8Zvq+S0v4RYvSD/RJgEV4NNVy/nT1es+TPW5nBTEsiy/9wx96QYOL1hyPyTL8nY0UX3Scn0j0CeEiAExWZb/HvixLMt/eTmLmfynHn3eGM5/6tHPWj6+5WKO4RKaNfhDwPtlWb4acKJZWc9XCEu8cKMyHbDqPOv5N+BHQog9siyftkD1u7YWbaVlAvjKi9R3HXDgRc5/GPiBECJ6hra2Ar1oE9tXBRcifdpvHTqdDp1ej+TxYH/DG/BuuQK3qYD7r/8aq8PMxjd34SbFnGsZtk9/hpDTSN2KOt73tv/DL6Y/j0GRyOcnMZct2IxWtnTLmM7D57O+9xY2dLRQ17mY/tGn+PE3P0v8mbtJ5cvojJq/oTIaRylXUJWXlwf6xXCEmui+4R109Pax/gOfZObpJzDqddQtWvU7I4IXYvVYMJoNmO0meq7RrMUnRfArwUkRDGA0GrGK4xSPHMV0eD+cGHiuoL7qo2q3PXtIJ0kYrFZoaUbv81LYuIJMRcG7ajXp9RtQwxOoP/w+fO+HlAaH0be0El2yGMmgx3nDdegKEoV9/42jPksq4WCX2IWts0jIC0sbK4w2y0w6DEQP7SL71H6M7n1kJgcwhqeYddTT2hMgvcRBnU3G0NSMgkRTa4FYtonhAR2ZI8dRow/RtLibmZEBfKZmjLlBonNO8qMKpmIr9QYz9Uk37riPVOwQdU6V1mCQRLfCfHkZuqY4Fa+Z1vVX0LxhMYHu9ch9y6jvWcq+E8cg4CO5T8fobivhQhJH0smU1YStIqFmkigmiahZopiMU29N0D6epbGiUNH50Fs8zM93YbRnsLa4sdiMdHS34aoPYVzvQ9tj6PKlagn+KOBHi/fwAx+tHr/oyLK8DLgKeBy4stqHF7NCIcuyFc0qevdZqv8G0CXL8sLVzPegWWDve6l9PlcucD9XAPtOuo9U2UNVxJ4j3wOssixfK8uyVHW12Ixm3TzZRlYIceyUNmxoguaypGoJfsEYrh6/mNwFvKXqG/yHaNZY5ZQyrbIsxxf+AL88pcw9wIdlWe6TZdkky/JfAA1owvqckGX59WiuRJ98sXJCiKsAB9p37VtA+Az13YHmrvGRM5xfiva9/fLpzlf5MHC/EGL4bP2/XKhZhM+CeX3Vr/N1r3ve8cZ3voHGBZ9fB8wPRWkptfN46BmcBhdv6nkzFqMVn8XH+SDpNNHcW99Dx5s+wpFD29g2+iMiw0be2KKjbsMdSG0e1Hie8qFZjFe1naXGl49Op0OqsxPLbaB+2W9NbORvFcYlfVRmw5DNQmzBroWV6u7nmeyzh3SLF6EePUZZUTAsXobS1Y2p2E95504s69dj/eB78WSKpGNxCoPT5MYm8UUzzC1rJXlgN12VLKbu65ge0OE1uDG2BZgbjjLvkZmPJNHlMhhKCUqVDN4VmxgZHSXt9dDp9xEpgS04ROgZN9GJfpSVS5EcHUweiFEhScOklSEdhCq34W49jj64CNP8IDZDjuj8apxrthE/4iIpu2lI51ByKolgI+ZJHxWpQjk4jq7oZOa+CLO6vbRdtwz9znlmpBKm/HHiJiP6sI2JeBS7QYc0ewRfi496zwZG02EUyYPZoWLvnyJRcOK2BpjMZmmyVrDoAwTCVnqNAaZlM7pCN8sCXVRm0thbetA5XjXRo9288O+/Hs1f9mItL/+NLMt/Wm3Xjrb8fg+a1RO0gCMAZFl+B9rLVgJMQggLmp+tfmG50yGEmJJl+R40kXLSt/hO4OtCiMoFu5szcyH76QLip1warx4/V+bQ/JF/jfbsJTQ3lQfP0sbJc5crr8QYRggxLsvyI2juLbcAf8ELQz7GzhQst+DQP6FZaO9FS0P7U+BBNP/dsyLLshfN6vrmc/Hlro6pHVUf9K/w3KrDyfreVj1+ixBi7xmq+TCwRwix+wx9agRuBW47l3u4XKgJ4QtIoNNHaDrEDe47GE2M47F6WB4844Z754TRILFy1Y2sXHUjFFJ864EdlH/5Ra7z9WJbuYbAqgbKh2YxLLu4S7CqomD21nFlXevZC9e45KjFIpE/+VMqkQgkk6AoIOlAUSnrdRgqquYTXKlAYyOqOI5u+XLK09Mos2H0yQKe7kbo6UbRVyj/cjtpn435J56mc8V67B/+AHu+/W3KsTLW+STFTgux4RKREwP4iymyq9eTUZ2kE9PoUzlc+Rl0S3pwSGWy6f0YbY3YymNM6UJ01R0mMdVNLhNG/9ab8RYGKUfHweuk3ZWhcNxOU/NKJrNPYR60Y7vCRWlqBT2rHPxy+yTO/VvIm8sYw1YmUmOgdBLWZZkIDbGkUaJQXEUmOkKlIYEyZ+bE9kHiZgOSTkFJlTGZFCyFGFKgi0zmKEGHmaw7yLHxo+gdZbyORqLFnTS2dFMspNBZ5mjI+elavwl7vZdCbI5pEaazXI/vyh707pcW5PgKM4AWFLWQCpov68Xicwt8hINoQvd+4B+r55uq/UII8V3gu6eIh2i1j03n0NZX0AKPQmhBTF08P8DpYnIh+5lEy8y0EE/1+Lnyd2iW5vVoAVEdwPequxb+XbWuUwNYPAvav1x5JcbwSb6C5v/9EyHEdNW95LwQQpTQfjd/ByDLshlNwL+odXcBK4BGtPFz8pgX+A9Zlm8XQtx8huuMLPARrrb9fuBfgJuFEE+e7qKqL/K7OIO1uMqdaIF0r4oguZPUhPAFZom8hKWBpRyZP8Ii/6ILW7nZybvfcCOV0muYTY4h6SR0DhNSi4vKkVn0Sy6eGJ4/vo/9d/8Lq7f+kfanusZlRe7BBzGvW0tp9y4olbSDVbcZQ0UFnaSlSDOZQNKjv/FGOHIUkw4Mr92Ksm0bRUMzai6Lzegke3Qn+cXL8bYGKU8cZP5LEVwGCbU0QcUbojJjwNXqIWixkJ4ZJjd6gGzFDB4XaZcb1RAgNzBEvauOOauMce4w2ZyNdpMJNbOITMcMRtsIbt8OAs4YB+/xUw40kyusQ1rmRC0U8AWuRMLCsZ8fxNedYGifjR57HUo6S+NEBMPGJtzmK5HKSZomgxxXKsSHPRR9CRZZuzj2+A+wdazmsJKlnJXwG0FvKmOS5hiJGfEUDlOnryPZ1UskP4/FnYSMgwzD2G29xDGztGMp7ct6mR2bxNxTh9/vh/Y2mpZrgYmvVn5x231Dt/z8ps+iLS3r0QTEZy9BwBwAQog5WZb/F80a9m60LETvAD71ItfkZFl+GC1DwtlE7cPAMPD7aD6X9wghTo2ovyhc4H4eAO6QZVla4B6xBth/Hl1aC/xMCHGw+nlQluW70QLr/q7ahl2W5UVCiJOBVWuAHHD8PNq5pFg+vmUo/6lHXzCGL0HAHMBv0LKBvGQfKFmW69DcFYbQJjv/hDaJ+taCMiY0C76++tkCqFUL8FNA+ynVPoXmc353tfxr0H6Pz6BNGq5CE7IL07+dzPBww4IAwNPxe2g+0t8/w/0Y0MbUF09x5bnsqQnhC8zJXMBLAuebSeXc0Rv1NPo7nv0seawcV8fofYHh4MJhr2vGWnDgu2LtBahNRftePr8uNV2EioLOfXEDAn8b0YfqKB44CMUSNDbAVPVdqtOBx6MJ4UoZHA4o5KmMDkOhiFQuoyQi6O1OKlYbBbcTb2cP6qEyzM5h8nmx3HEdqX1xOPwkR0KN1Bcex+LfTHRiP+6skSmvE7tSxpaYQfV4qUwlsNfXYYrZGQ+nSPtdrLD3YfNlsa30kRkpU+d/E2XJhrH8BNMjDWQSc6xdNo2YXkWT/nHmVRcd5kZG4sfpDi3HYFtCx+oZMvcGkDZEiO1Yhas/zEAogjlvp2BPEPDVY3Cp5MwmThzcQf3aOzD67HhHD2OdP0oKG5ZAG972JRhMEZoLblS/EbfTQni6QNOGa7C5nOgbh8kONiG5LZiDLopPD2MOVjQRfPJ5v4pF8El+cdt9X7jl5zf9DG1qO3ipRDA8u6z7e8C4EGK0mt7ry7Isl4FvVt0G7Gj+jwv5U+CJqoj+NJqIsAA3AVcIIf4cQAihyrL8VeDP0VKV3XSaPpjRgpMkwFAVGYoQolg9r0eznpmqn0/+YSqew4v+QvXzp2gC6WOyLP8zmhXwA2juFCfvw4D2LjcCugX9LFTToz0O3CnL8n9VgxTb0Cx7z1T7MCLL8m+Af6lm77CgTUj+53IOlAOwfHzLF/KfevTZMXyJRDDV5/rQy6ymEU1UNqOJ1XuBrac88wfQchef5F3AKNBeFcPPi4iWZbkCxIQQc9VDdrTsH51ofsyTwP9DG1Mn+Xc0kfzoKcF2faekxv0Q2nczd4b7uRXNT/u8MqxcDuhU9eIFW51ElmX1uQwhNS4Gh8Yj9NR7sBgvzgv62M7HCHg9BHs1V49sNouqqtjt57a97/MpMnXP9ykZXJSVBho8BoqdPtwNLlC96PTPBRZWhqLoGhxI1leN7+UrRvy//4fMp/9B2zBD0oHBCC4XRKNQUcBhh1AIQ8BPeX4ekkmk5hYcb3kz+W3bKdb7MCaTpJ16pCVLyB87QiaRY3rrFq7wLWfgif+lefXVjA4cx2zSU7j/AZo2vJaC282J/DGae1oxpMcZnzOAMYhhTFDBjKslQHdZz2Elh7F1Gjl0LZODO5BcEoGWRRw8MUObEiEdcNCzZAVHvvVD7Is3YA2lKY5lcVkaUK1W8olmbK7HiSU8hDP1EMsQajIyk7WyPNSLR81guPk68nMzVIbnsKzpIxwOUx6K0Cp3MXPiOAGjF0k1EIlECbTVo+sLYjAYKIXDGIJBIvsG8a1opzwSZ8Z4mGbrOvBaYDqN1HL69IcXk+ry9SsXkXmBkF+YRzgHPA38jRDiSLXMVjS/yw1oPpdhYB/wn6fkEe4A/h4tHZgXzYq2Ey2/7tMLynnRXvwTgHwyZ+6C8yM8fxMAgMeEEFuq598L/M9pbudaIcSj53DPF6qfq9DcSFai5QD+l1PyCH8C+L+n6UJHVeTqgU+gWaiDaO4OvwL+SggRr9YRqLbxWjTL6sk8wpe1EK5R40JQE8K/hcTyMTKlDM3O5pdVTz4RwWh1oDc9FwcQPrqbUN86FEUziEjSS0s8Ert3N8OzRyjmzfQVgkg+J5HgFHUVGanDQ/jYQbyBTvQn4uh6ApivuyTB7K9qyqOjxD/3T5QHh9Av6aNy/DgVoxHsdnTZPGqxAMPD6OrrMa9dQ17043ztrahqBV2mRNmgMhEew7hmEa7dh6ns2I3ltW9GGRXkFZW4W4dir0M9fhDV5sbcGsLa3Evy6SeYbWjGmJ9A396Eu24tibRCMTlGk/MQzg0bSeycJWb10mRpomTejuK9heaWH+NgBdNTNkKLZpm9p4m6tiTT0ynGFGjv0mPWS4wc6cdAD9ZKG4WWPSTLVgxhiXKunjprCI9thJliL83pvfjeew3psSB2X+PzNihRUwVKZh3hcJjG+joS87PkFImG+noq0yn0QTuV/TOkWxQsdicmx/1MTm6mOVCPzjrC9LSDhoZLv3HMb4sQrlGjRo3LlZprxKuQyfQkTpMTl+n0Ab1eixevRduBrqJU0Esv3Uqs8vyJUqhPy6LxUgWwWoyjM81jTOsI+N2EJ1SKvT6Mz/RDxk+5EkE5MYFdbkR5Zgq9z4p6PEzRpMd0CbJjvJoxtLVhu/56SvIohvZ22LCeSjpD/rHt4Peh6lR0vT0ok5MUx8YpWW2Up0YoHj6Mce1adPEc/oe3oVotmHoWUTDpkQYFlYAfW2sX/s5W5g49SaxYIOFzoTs+ic4TwHqtGXvCh20OvJlmDs4cp2fJRlI/eYzQn19DZqKCsbGVupQguLKV8Hg9Xs/3yUbGmDVlsE7IzNsbMVZ+TaxnNU1ripQmVUj4GMsGmdV76HXlsHf6MEzWgS3LlMXGcn+QfCyM4lhJi8+GIVuHzrgCZ5cVVVWZmZmhvl7LAa1zmilns4RCIVRUlEqZQNBOPrmf8JREW9NK9KtnsR9RyFlGMPW8FYcjwdzwfkJ9i2louPgbotSoUaNGjUtPzSL8KqSiVtDrzk3cHpg9jLnSwmA4zfHpOB9+zSLMF8l94mwoo3HiqQRul5nx5H4SCQOuXQnsdXU4sznCNjPZ+QmaDK3kMwmkgB0pVsC2ugtDixdDl//sjdQAIP73H8fy+teR+PwXUO12KkeOYH7DrdjXryH6iU9iv+MO8vv2U0lG0FckKtEopmXLMLa1EneA8cQs8XIce+syYk8/gGf1ZtLHj5NxWGlZfQ2pZw4z1DJJvVpBLSgMe+sIuJaCN8LciRk62pajy0mU0wUqbXZs8RRS72qCoTKenCDukTDkf42CA93AOoxqDMtVLVgMOqaONaJrmsNkypNNdGGeMFDMj+C9cgIl08nOn84T7D5Iy+hWFCWA7foxLOoq9J2n88tX0HzSF475vcDqZ8+XkgX09l+Syb4Wu8lK6qlHSHrmkOb6cKzrwGGzoTcZL/av7LTULMKXJ1W/3hduI6nxugWbV9SoUeMypyaEf0cYmUvxw69sp79i5L8/ecMr1o/R0X4su0bYW3yKlsxisrEkOYeBpU29zBTS1OlDlCoZrHMplJxK2WPAVfEgLW/AuKYRnbm2iHEulCcnqYTDZB98CMlgpDwzDah4/s//QbVYIJdj/g8+QMVqwrp2A4UHtqFceSX8/OfomlpRI7NaoF1zD3S7KT8zyOySborRKNa5/cSWbcLWfwhWNzFftxnD4EMUzA0EfHqanJsxlU0MxacoeArIgTQTeVCjFbzty3Glw2SXtxGoj+C124jFe7E6d2JRelDVDQzt/jptjk3o61wkdXtxNy1lZt9+cmEHrp5ODu/cjiURZFm3GXXSj+Uta9DN59B3aPm61WQerMbq5jOPoWUK0izDhUKBQqGAy/UrUNeCrpticTfTOwbxrt7KkSO76OqaJxo9gWtkE+aWfty6OzD0uXklUqrWhHCNGjVqXFxqQvh3hH0jUXzeFN/+zh6ejjq5cVGIP7595SvQkxOMiBJW+xxDqYdQ96/GFJunvmGSvHkTlal5Sn3QHQ8yO6pgsuvRhyQ8ri4kn415NU3A78IQOr9NSn7XKE9OYmjS0pgW9+4ju/0xJIeD/K49JHv7sD+6DTUVQ+cO4Pj0/0f2c1+jPDAGlTyS3YeSSUJrG4W5OcIrV1KXn+TE4mtpNk4zPT5OLhWnYHGwJBAkYopgGDRgWLqVfIuNqWNHWBxwU7/Jh/jNNF1XGpDsVvTSdSiFI+yaGEN2WJEcV9G6up2Rkcfo6ryR4vadzHbm8XjWwm+exNTTiKEzR17yUUxPETk6wlDMjF0t4ynWUe95Ap1nE0XsOHudOAIGoBc1pwOTHp0+A1hZ6AGmKAqKModeH6I89mvG3HXYJ9L42/o5ctCGv+EAsf4mXLkpHHYrdKUJ9LwZLabq5fncvxRqQrhGjRo1Li41Ifw7yA8efpQdQw9hD1zFx163FfvLtLIenj/8bNq4c2eafH6AwZ2CzJiLhqCe2azKkmI9U6l+DO523CWJmUIBeyhIMG5A3xdE1+4h+cRucvUm1KiVpmuX1azEZ6E8MYE+GKQ0MEjmnl9QHBpEl8uhqCqGUAglFqe0/wCG615D4vgR3I2tYDJjWrmUqHgQaUql4HbQTwoLLuhQsTTGUQeXMlOJ4yxPYyh6KRps2I1BDEELBssgoY4tRNIZcikbK1r8RBsasTn1qA8fxbZJh2Jdjd0bJPbkceq3LgNFoVAqUSgUGBoaIhgM0tzczOgzD9OwbBVDBx9FtS/CZXoUdH2EdMeZM/fgNjcyNTtE9+Ib0el0FJ5+GvPGRcA84aMxQn1BtCQEMaAPGOPIfJIlgaWUKl8nnewmldpLcmQxxf5jmPInUH11mPxW8kwiX/WPWByvzAZbNSFco0aNGheXlxbxVOMy4kw7IZ6Zt27dwq2b3s/kwHd5z799kifELIry0idESwNLOf8JlQtl3EXPFc2svbkX/9LlWCNOCsvAmGvEbHITnS9AOk8wrmes6wCYkqSf2IVzkZn6wCKMdU4KPz9E+kcPkRueOHuTv6vodOjMZkxL+jD1LcLc0Y79A3+A0eOlMDqKmkkjNdST37YN84khyrkM2XiU6L/+K1Z7D84VPegUOzINSL0d+Jq3ouS2oFPGsBfL2Ff2YdYrLO1qQC9VaLSaaeptoaKmaR1QWeq2kncZyU8epxhNo1viY77ShytQj8ViwX/VImZmZtDp9SQGD+J0Olm1SqW5WbPAhprKpMZP0LSsQDr8A6yFXnwNbUi61xI7aCA7FKMitaPT6SiVdmJY1wY8AXRXgztb0bJGjQHzTE8bCeZtlEoPMTOiMrV7DGVwKc5Chvar9Zh1rUglN8G+3TSuXU0yezlvrlWjRo0aNV4ONSH8qsdEOh1/Np3ZubK1r53//ctvsmrFFfzLM5/gm7seOftFVZLFJBW1QqqQIpKb5/D8YYYeeYq55PmknLRj61mByfRaKJ6gbErRvSWHw+IitMIK0wO4G2OYZT2SJ4Uvt5iK24tTXobk7CMWfZBgVzP69gAlxUYqkic7On9ez+B3hZMuEgD6YBDPxz5G6eFHMCxbiqFPxnjTa9GFQtiuugLTqvUomSRSJEKpsYHi4SNEp2fIbF5HwmZAsWaJRXMYk0VcgQ0UJRORhI1SqcJY0UOgbMFCO2MnYhSnjlNa6uNYepq6pkXo7Q7KFheOeQfd3d3Mz4YBMJlMz6YmcyXK1bG8+tkxXZF6cbcsx2l+G53OWxifLaKqM6Q8B3A3DuNfvItFi5zAMSKRgyQS9wNOtBzxv0TLPx8GXksyaSLotZML/xSD/hpyFYVcfQZrYD82KUZ0b5JRJYFCioGnN+OLLyMUuvQuETVq1KhR49JQE8Kvepai0730iPaPve71fP0N/8jbVl3NVx79JrOp2FmvmZ49wJe//Tf8+md/x5HZEQKGLrq2biLoemk7whX9N7J9aC9xo5djh+NkmkLEbRViNjPm2RlUJYA0m6SYiJIYOI5aVPA1vhbKCoZ1TeicMUyTOfQzOZT8qVvP11iI5corAZBaW8g/+ijlwVHUQyeQTGay5SxKqYA0OonJW4+5uxNdIU82B1bFiLR5PbFCgEgugiNdYGRGYCnraR97CmP7GvKlEkmXxBSzFOcCzOnMONrS9C7pIzJzgMUbGmhvbye7tAFFUaiTTuNusGoVhUIBJZtlor+feDyOPdBK5cBhIIe3W6WxdT2RcJrIAxaalq5DZzRS3H0cJZYhGm3DlU5QGA+j7YJ6M4Wnj6EoQ0QiERQlhWQ8jsl1C5FonObEFazQr0SJ1jN2XFCx2GgxSjQGl+FZehX6nguxk2KNGjVqXJ7IsvyJ6oY3v7PUhPCrmhlgGstsAcZf+vJtyOnDZjbwjo23MZMf49DUMy9afv+8kc2JRtavvAmrWSVkf3nDyJxNcVXajSHu4djsEDOTAkdrM/bBInaljdzkMWwZN5ZRPa6GdqQGJ7qgHclnQydJZJY3oMumoKRQemqM8p7Jl9Wf32ZURaGwezfO974XXb6AubWZ4rFDGOUeDENTmFw26O0kEx4hG08zt3gp6fY2DPfei+mZUXxFI7acxFx8BHdTA4W2RqK9XQwUk8zoVGb0enRePfbCGC3ZZdgcqwlPZtGXikAfBsNB6hsa0Ov1SI1OVEUhd999AJTHx1EffAibzcbM/v0EJ6dw6fVMD46jZPNksyqSaw2c2I1drcexVDDXnyIxnSMx/TN07iFkuYCu6dckzPdQKYVQ8h9l5LHd5LI9jIzsRJKsHP/hPrKf/zyBQIDh/kPk/C0kXYuY0gewNPQx39DI8MHdNOku/U5yNWrUqHGxkGX50epOhC+3nrfLsnxCluWcLMsHqrtCLjzfIcvy/bIsp2VZnpVl+R9kWT5trIMsyz+TZVmVZXnLebT/blmWd8iyHJNleb7a1vKXej+1KKNXNfWoioLOkkFqdAICLbL9pWx7DG6LhxUWD/MjR9m+/xtknHW8rusNzyujKBU6Rx7CfeubaXj6V9S/6cNI0/ugZeNLvovC4zsxXHETD//qKK/fvJmhYz/C42+msLgddh/F1NwOpRiG165BOTKBOrsfXfMaAPIPHsNfVw+WWdThCJiMlI+FKQ9GMd++5HnbNdcAnSRhXrcOVVEwv+Em1GwO0hnKe/Zg3rgBx+23k/7P/wSDHlNOwRbJsL+vj8IVLoxqmPLAEXAFSDYEkfRWGstmxlNOrF4LQVsGWxFSpjJr3nkbkXk7J3YeY8m6rUSSMcrlMgbD6uf1p3T8OIZly1DzedRCAfXKqynt30/A7UFqbUMtFlH1KpbNm5iencFszjHeo7LCpKdyaA7T64uM/PMJGm7eTGLwENnwAI1XNkK+ncGf3I/j6hbab9CTzesJuiH261/Sdus70dV1AdD2xtswm80EVJVZu5nU44OUo4cIrtrC4ad/xIa+v30Ffku/fZxmi+UIcDfw90IIpVrmGuCvgI2ABZgDngG+dMoWy+3Ax4HrAV+1rj3A54EQ8H2gSQgROaUPm9Hy6XWjWRG+hbZtcRfwKSHEJ04p/0/AzUALkAZ+Dfz1qfW+yD2/7H4KIYarWyx/iee2WP78KVsstwL/ClwNGIF7gT8WQiSq598N/CGwGG375D3V+zh4SrsfBD6CliIliba19T+ey73W+N1BluVNwH8DbwEeAH4PuFeW5cVCiLHqlt6/BJ5Ey1vZBNwPxNHG/sK63g3YXkI3nGjbiu9AG9OfAB6QZblTCJE938pqQvhVTQKd5EbX6Kx+li9IrYH2PlYWm9k9vZuPbPsrVjcu4V2+VUxUguicJcZ7rmF4tkzimq0szuoQeR/BfBSfxUdJKWGUzs9Vw3z1TTywd4I2TwJzpYmYyU9ZCVFQC+TWm7DaArg8DojliVSKWFw9mKansTQ0UK5kiU+PoJsw4Le50ffVQYsbfV8QSgrUhPBp0UkS7j/4Ay3Dwp/8MUqpROL++5n52tfIL12CsnM3FacbKTZL4LFHcN/6FsYzDQQSNgqLWtBZMuSLGU7Ml+kYmMHeZkSvb2dAzeIszpDeWcbV5ia0eRNqwAHWIgbDC//cGBobkVwuVFVF39DA0Ne+g2NTG8GSleyv7sH7xreQGNuLZ/8+YrPHqXvfR1jd9ToKO7Yx5mxG+acf0PTGCnF1F8FADwbbeor9TTjHIrjbJRLxfkx9TszmAA739cRssySGj+Jv03YpNFJm4slteNoX407pKTcpRHReont/yfJb33Opfy2XnK/dencnmjAc+OA97xq6yM195qTYlGW5D3gYmAC+Un0hfhX4B+CDQohJWZZdwA3Am4BHqtctRnvB/gq4DhhEy5H3BrQX81+iCej3oInDhXwQeKAqLi1oL9EvA589Q38raJtmHAa8aML9m9W2XpQL2E8Xmoj4MrAVTQz/SpblKSHEj6ui4xfALjQBawd+hCbyb63Wd1bRIMvyR4E/QBM1O6v1vCq28rzrrrueHcN33nnnRRvD1cncXjRxdzOQAD4thLiren4D8E/AMrSJ07eATwohyrIsfwEICiHeXS37I7Sx4BVC5GRZvgn4mhCiuXp+SbWudWgpbw4BtwkhIrIs/xHwYbQo4CTwc+CvFvwu70D7fbegTTz3CyFeU90E5ipgkyzLfwmkhRD1p7lPC9oE7q1oE7hDwEeEEPuqRe4EfiGE+GX183/Jsnwn8F7gU9U2uoErhRBpQMiy/M9ok9zPL2inGe37vhktkOPkcR8wBVwrhHhqwfH/BXRCiHcLIb50Sp//Afg/wCJeQgaBmhB+1aKgqvej0721+nkE7e+dH2UmjVT/8raEdZlcXNd2HSa9kbsP/YDw6AiZSglvBToqLowdzSQnQxxMKARXhnjkxBH6GnxYjXba3e3n1ZbOaWZlS5oTc2nE6C5c6QPEG5dRmIyQzPnolFSUSYno9DR113UDMD60G7U8h04Okt05R8OSespjGSxrms7SWo2FmDdqlnzJaMRz882kHn0M85VXYjp4mJhSYH5RN+7WRczsegpTXSPTTQHKiRKL5qDc1YH30FHKt66jNGzG5rGyspTC2rcUJecmH9bj8TdgMBgIhUKnbV9yaX7COp0Ond3OopuuoeC2k/za9xky22jffhCrYZ7hPcexLG2hcvQoDx+6hyuD19LWtoKZVbNY66I4/O8EVuPwPkhhVwTrDdcDEOK6Z9syGo2EGpuh8bngN7PDQ8eWN1JIxei5422U81m8Tx+g4Y/+Hr35pfm8v1r42q13/wXwUbT3QPlrt9792Q/e864vXIq2hRBHZVl+HFgqy7Id+CLwOSHEZxaUSQI/rv6c5N+Bg0KIhbu6pYHvVX+QZfnraC/rZwWmLMt+4Ha0lztCiDzwb9Vzp43yFUIsXA4Iy7L8ReC753iLF6SfaJOACprgUoCnq9d9GO259AIrgNcIIXJATpblfwS2ybLcKoQYO5tokGXZDfw98BYhxI5qsSSaALqsueuuu543hu+6667P3nnnnRdzDL8PeCPaBOl24LuyLG8DTMCDwO8DP0Ozgt4D5IF/BLahWVGRZVlCm9SMoVnxf4O2arCter4eeBz4T+DtQA5NEJ9cTZlGm+QMolm/7kWztn5MlmUb2oTttUKIh6uidhOAEOIPZVleBDx66urHKXwVaKj2bRZtYvYbWZZ7hRBxtPF26vdgD9okjer5gWrZhec7ZFl2CSGSVTeJ/wb+oWpFfragECIqy/LPqs/yqeozcVWf9+vO0OfrgCxw4kXu64zUzGWvSiYoPb2dyhEfxWOHUYpl1EoLyoQ2r9F5LSijcVRVRVVVEhODL7mlq5qv5pNX/z2iIJFMltmZifKzsJ/HThzi4e0HiRoP8oOHH8UVP0EyMnPeIvgk/rZlrF9zLeOKYLq4At324+iSCYr2CpI6hGFpgtDmOACVqWkaAiVyD+0iGNbRVqrH1tdOYfNLcwmpoaHT6fBv2kSzP0A8kSDY0orc0k55z04MV16Jd3wY1e6lMWRDek0r1sZ27Fe2UYo3QVuIaCVBqXkpUwMpmldvoeW1V2E0ntvqQHlyCgCjLOOob6bx//4lS269BY+jQlDvoeWaawi9+e2UBgZYc8dHMK/tw9C6iNLSZnIDQbTVtb3AazCvv/68793s9GLz1eFq7KDtTbeBUiE9PXLe9bxaqFqCPwr4AXf1349Wj190ZFlehmY5ehy4stqHFxWZsixb0QTE3Wep/htAlyzL1y449h40C+x9L7XPaC/bA2crdIH7uQLYd9J9pMpC0XHyHb7Q//Lk/1dyek4VDVegWav7ZFkelGV5Rpble2RZviRj4aVStQS/YAxXj18sfiSEeFQIoQghfogmQFcDfwT8XAjxIyFEWQgxirbS8L7qddsBf3Xcr0VzzbkbbcWD6r/bqv//PWBMCPFxIUSqWt9TQogUgBDip0KIASGEKoToR1steM2CPpaAxbIsB4QQeSHEw+d6c9WJ2HuADwshJqttfwnNrefmajFX9b4XEue5rTfPdJ4FZT6EZt296wxd+S/grdVJMmgTgkkhxPbT9HlRtfxfnHxG50vNIvyqYwIYR9/5X2CC8vaVVFKDVGIlpI6rkSYSSCooaUHhpzZmMlM037b+ZbUYqtj4166b6Z/TE95xN0/WjSIljcTbTvBw/yE61q7j6mV/gFlvfsltGPQS4OLqLe9g/w++T1jvpLlYRDfbyqxOxbRxBOvMa9C1QVZXwG6V6bgiQMIxRHD9NQD4Wfay7rMG2N/8JkpC0Hf3t5jY9iD5wQEit99Kr6pS/MDvIVciVCpBdNm9hLNODHEjusI8OZub0KIldHQ1YzZfef4NV16Y7cO7uINiPk45EsUUDGDyN8Idd2ge8FatjPMHJSrdTpSSG2UkgKHnZd3+s5gcbkyO3+pguW5e+Pdfj+Yve7GWl/9GluU/rbZrR1vSvwfN6gnwbJSrLMvvQHvBS4BJCGFBW6bVLyx3OoQQU7Is34PmF3vSt/hO4OtCiMpL6Xh1ufkPgGvOofiF7OfZRIcA+oHPybL8EcABfKx6znnKdWcSDYHqvzehTUrSaBbte2VZXv5Sn9kl4JUYw1OnfE6jPece4FpZlhe6zUjVH4QQWVmWn0Sz/FrRRO824GuyLDehWecfrF7XjvZ7PS2yLN+O5lrTjeYTbkSz3J5s57XAnwOfkmV5ErhLCPGf53h/3dV/n1lopUWzeJ9cSkuiTTwW4qkef7HzAElZlrvQViBeLLDoITR/+DuA/wHejzZun4csy0vRnuM/CyG++iL1vSg1Ifyq49+o9PeAfTEwSqZnBLu3n9nhpVQe+RVNnZtRvCrKhI7y0BTNm4OYXd6X1aLkcuFavprOVIH11/0Lr08miR09TjhnwLvRTn1DD4WJcYoBHybLy7PKSkY/wb7V6H+5Df8n34f5SA4llsJaXoOSSSMBBosNncmDoa6BgMP0stqr8UKM1T+A9VdfxWBHO6FyGVMoRCoSobV1Nfl8nlJpK2NHjxKQeymVSnS1tVFfX49O99I2QTO0tp72uGnVKs70Gz7Wv51Ed4TAvEry6DdotN/Kc+/0GmdhAC3R8kIqaMutF4vPLfARDqIJ3fvRlo5BW04eABBCfBdt2XkLz4nEaLWP5+L/9BXg17Ish4AlaOLoGy+l07Isv61a3y1CiHPxP7yQ/UwCdadc46kep+p/+gY094pBIIPmh3kNmpBYeB9nEg0nBfE/CiFmqmX/Bi35di9w7Bzu45XglRjDZ2IG+JYQ4s4XKbMNzfJrRfP/3YUmLt+N5kYTrpYboerOcCpVv9ofoLnO3CuEKMiy/GdoQY4ACCEeBx6vuh9cA9wvy/KRasDp2TYcmKn+2yeEOFX0n+QAmlV7IWvQ/OFPnu+WZdl9MmCzen646hbxJjTr/ali+x5Zlr8rhPiQEEKVZfl/gN+XZXk3sAq45ZRnsRYtgPVTQoj/OMt9vSg1IfyqYY5U6hs4nRvRL/oOqtpE6Vgz2bgBdU8j88EwwSiEp34E5QZmnWmMrw0gL3rN2as+RwJOzeIruVz4N67FfWKeiWiFGV0Ks6FCsZSk7mUKYavVSu+VW+HKrUAC36p5tNVB0FXzFFu9mr+pruYJcVExejws8ngAKJfLuFwunM7njExut5tMJoNerz+jD/DFInx0N3UdDjIpC08cN/KGIwb076jlkD5XPnjPu4a+duvdn0VbWtajCYjPXoKAOQCEEHPV4Jd70YRAAngHWrDNma7JybL8MPBOzi5qHwaG0fwMVwH3CCGmz7efsiy/H/gX4GYhxJPncs0F7ucB4A5ZlqUF7hFrgP0L2htggUioCuMcWtDbyWMvJhpOBkEt3B70pW81eom48847h+66664XjOGLGTD3InwZzS/7N2hjugJ0oGX+uL9aZhuaJbSC5qdbkWX5ETR/7a8vqOtbwEdlWf6/wBfQ/IzXoQVtOtGszPNVEbwczS0DeNa/+CpgmxAiLstyHO13edKqP4M2uTktQohRWZZ/DnxZluWPVD870QLa9lfH5l3Ag7Isv756T+9CCxA86df+ONpk5J9kWf4LtAnhX6NN+gB+yHPW75OMo624LDz+P2hBf58D7js5Save52a05/xXQoiXNMFdSM1H+AKQSCTIZrWMHRVFfVnbFZ+ZIE5nI5pbVxPKSDuR+SKBpi6S/gBWXTP9rUbG66NEpvQsW7meZfVvwGLUX4S+aBh6AtT3BCiZYFe+H8fILKOzgop6oVbS3GgGEo2Xam2s8fIxGAzPE8EALpeLhoaGSy6CAUJ96/BZV7Ny1buoD4VRlCLRaPsl78ermWpg3Hq05cf1lypQDkCWZS+aL+R41Z/yz9Be/n8ry3JjtYydFy6f/imwQpbl/5VluVuWZUmWZZssy2+RZfnZoDMhhIoW9PNHwG3V/5/aB3M1mEgCDLIsW2RZNi04/ydolrsbzlUEX4R+/hTNYPWxan/XAx/gOVGBLMvLZFl2ybKsl2X5CuD/oWXoiFfPb0YTLB89neVMCDGGJio+JstysBpw9Rm0YLnj53nfl5RqYNyzY/giB8qdESHEbuBGtMCySTSf2h/z/Mwbe9F8s3cvSPH1ANqLbtuCumbRAtU2olmH54B/BoxCiGPA3wE/kGU5iWb9/9aCNnRorjZDsiynq3342wW+tV9AC1CNy7I8cYbbeQfaRGubLMspNDeND1TrphpQ+X4095kk2nf3DdXvMVVXmpvRJgJhtP3uv1ftK0KIrBBiYuFPtd05IcSzO3pVjz+A5rJzqlvEp6vP7f/JWq7ikz/vPMM9vSg6Vb34Ez9ZllUhzujy8lvFbCJHOVcm/LMH8AettN7++gtUcxxV/Six/d1EjsdwXmHCUkxhslnY+5M51vbdxljdD9j16Fre/qEPote/Msb+7+3dwdqWblqsZiy/3T6WNS4bIlTSNhSz4ZyD814tyLKMEOJVPwOUX5hHOAc8DfyNEOJItcxWNN/HDWgpo8Jo1sr/FM/PI9yBZlm7AS2tWRTN+vl5IcTTC8p50UTJBCBXRefCPo3wwhRhjwkhtlTPq2hL74VTyvRVxePZ7vlC9XMVmsVxJZq7w7+I5+cR/jvgT9D8g8eA/1iYKaJqdbwGTYQt5INCiO9Uy3iA/0BL6VVCEy9/elLc1Kjx20xNCL9MlLkMFZueyNg0Cnak+AjxhI0dv/4+LavMXLt4MYYNt7/sdqand+Pd/R9E+7agi0gUihUMFhfhoRzl4hirl/w+T839mib7cjo3r7sAd/bS6Z+dInZ4BOcKF73eXkz6mh9vjRovhd8WIVyjRo0alys1H+GXQKVURK0oSMkyWAwY7RbsviCR0Ri+ZhNRKU+PIY7vWBihT+N1XEXjkufiHZSKgnReGz3sweWKMThQoeSO4WxejjnnJlYZw123HLc5QKQ0yuYr3vmsH+0ryaK6RqhrRFVVfnLff7ClvIjAbTec/cIaNWrUqFGjRo1LSE0InwdqscL+7Q9QTOQp5iU2rlqDsa+ZbCrOZGyG7nY/Rw5ME7CmkG8Ioe95I3P1ywjanu9DGT4RoX5R8DxaNmI0xrAsezv1c3HyB7Zje/0NTM7WYemwIE314lrWhDKfR38ZCOGT6HQ6br/5TyidGEBV1ZqPb40aNX4rkLVdut51htOvq0bu16hR41VAzTXiPFBSecbv+Uf2l3KUhg3462I0dr+T0sBunJtfiyk/i3vxRsYe2YF+Y4DWwGKkokQqnMHX5jmnNuZORAj2+AEoHj5Moc7DeHYc/ew41qE84fpVpB9+AF8lie3d76C9K4XBsJqTcY9quYLOcPEC5GrUqHHpqLlG1KhRo8bFpWYRPg8kp4XYgBGLI0y8YqQ466LJtgebOURK7MVSLKFafJi6g7Tlc+j1ZqZHwgQ6zpzHN5fLUSqVcFW3mvU0PpcTTFXh83f9HCmQwa8zseGGtyJbnIxlb6ZjYwvpUgqD4Xl5+FDnsyiKir7RxeVKuaJwbCrJshbPK92VGjVq1KhRo8bvMDWL8HmghgWFBxKEbRGKx5NMFKdwmCTy+UdxLu7Dl1+Hc/0KkhSJHnoAU8sS/IoCko66FSvB5n+2rsyUwO50ozrqUFUVSdIsuoXdezCv03JVV8Jh5iIwF5hjNjXDazqvO2PfFEV5tg61UEZnPoi282ONGjVerdQswjVq1KhxcanlET4P1Eojxtcsxhxop6KPoBjLxO15muxXodJGWj3I6JG92MpGAp3X0N1mwKUM4Vm6BtKzz6trSmpgbnIKnU73rIAFnhXBAPpQiPrFIfoCi1jduOpF+zY3N/fs/3VmAzURXKNGjRo1atSo8eLUXCPOA6lB21Cgrn4x5vIkaf0olsNmit4IRnOE/JAenX+Q6WNh/GozY3tP0Hn7h9AZDKj+RSw06/TUu1BDK8+pXb1Oj8/ie9EydXWn7sJZo0aNGjVq1KhR48WoWYTPmzQgcG+8hpXN9XQEKvjkxXQ1taOs7mNi9CjJp4dIRSfwX/86JJ8VndWIOn1yO/fntqrXSbXHX6NGjRo1atSo8UpRswifNw5ARmcDfddN2LrARhmQWF2GKZOL8P7fYFneibdj8bNXSc0nd1mruSzUqFGjRo0aNV55ZFn+BLDl5I6Kv4vUhPDLQE3kURUVyWsFQGeApmuvo+naa6g92ho1atSoUaPG5UJ1q/NHhRCfeBl1vBv4Q2AxUAH2AH8thDi4oMw/ADcBS4Adl7vIrqm1l4HObeH04dy1x1qjRo0aJ6m+gDcBxeqhCHA38PdCCKVa5hrgr4CNgAWYA54BviSEeGRBXe3Ax4HrAV+1rj3A54EQ8H2gSQgROaUPm4HHgG5gBvgWsBLoAj51qjiQZfnvgPcBAaBU7cv/EULsP8d7ftn9FEIMy7K8CvhSta/zwOeFEF9cUL4V+FfgasAI3Av8sRAiUT1/M/AZoAXQAUPAZ4QQPz5Nn13AQaCtlq2kxhlwAv8X2IEmhD8BPCDLcqcQIlstM4g29m8Elr4SnTwfaoqtRo0aNX5H+dqtd3eiCcOBD97zrqGL3NxnTopNWZb7gIeBCeArVSvTV4F/AD4ohJisirIbgDcBj1SvWww8CfwKuA7thWsF3gC8BfhLNAH9HjRxuJAPAg9UxaUF7UX+ZeCzZ+jvD9FEeEyWZRPwx8CvZVluOinez8QF7KcLuL/az61oYvhXsixPCSF+LMuyHvgFsAtoA+zAj9BE/q3V+vYBrwOmqp+vAn4jy3K/EOLwKW3/P0BU63pVcNdddz07hu+8886LNoark7m9QD1wM5AAPi2EuKt6fgPwT8AytGCibwGfFEKUZVn+AhAUQry7WvZHaGPBK4TIybJ8E/A1IURz9fySal3rADNwCLhNCBGRZfmPgA8DrUAS+DnwVydFqCzLd6AJ1Rb+//buO86u6jr0+O/c3qc3zWjURloqCBV6swFjwME9EJcY+9kvFo6Tl9hO3nMc2wmfuMbdiQEjJ7GxCS44tuUOwvQiIUBCSIO22mhG0+udmdvbeX/sM3AZZoRkVAa0v5/PfGbuuafsc++R7jprr72vvvHcoZS6wvk2xEuAC0Xk74GEUqpxhvMMoIPYd6Bv4J4B/lYptR1AKXXTtPU/C3wcWO68Piilvus8d9Yf8VKfdCYQNgzDOA3d+pbb/w74BPpzoHDrW27/wg2b3vPVk3FspVS7iDwEnCEiYeDfgC8qpT5fts4E8FPnZ8o3gZ1KqfKvN04AP3R+EJHvABsoCzBFpAa4Fv3hjlIqA3zdeS4zSxv3lj200NmvRqACGHuJUzwu7UTfBBTRAVcJ2OJs92H067IMWANcoZRKA2kR+RywWURalVJdSqmesv27gJJzPkuBXWXPvQkdxH0CfQMy523cuPEF1/DGjRu/sGHDhhN5Db8feBv667WvBe4Qkc2AD7gH+ADwc6AZ2ARkgM8Bm4H/gufeg8uBLnQW/y50r8Fm5/lG4CHgW8C7gDQ6IJ7qTelD3+QcAATdAxAHPikiIXRPy9VKqXudoPZCAKXUh0RkOS9dGvFtoMlp2wD6xuwuEVmmlIrPsP7rgBSw7yVeuznLTFtgzDmlngmKagg7PuPnk2EYL5OTCf4EUIMO7GqATzjLTzgRWY3OTj0EXOS04Y6X2CaIDiBuf4nd/wewREQuK1v2PnQG9jfH2M5rRCSODmi+BnxNKXXEIPg4t3MNsH1aBvoJdGYYnv8MLy9jmPp7ah1EpMI5jyz6Nd+GzjRPPV+DDrzeDxReot1zgpMJftE17Cw/Ue5USt2vlCoppX6CDkDXA38F/EIpdadSqqCU6kT3NLzf2e5BoMa57s9Gl+bczvM3HFfiBMLA9UCXUuqflFKTzv4eU0pNAiilfqaU2q+UspVSe9C9BVeUtTEPrBCRWqVURil179GenHMdvA/4sFKqxzn2TeiynjfOsP5y4D+Bv5tq3yuRyQgbx1382W488yuJRCJHXM+2bezRNJbfjRXxY8czFJ7px670U+qegIc68b1xOYQ82Ok8ls+DnS/iro9QmshgJ3JYXjdWyIsV9p2kszOMV4U2Xvz/vxtdL3uiupf/QUQ+4hw3jO7S34TOegKUZy7fjf6AdwE+pVQA3U3rLl9vJkqpXhHZhB7QM1VbvAH4jlKqeCwNVkr9BqgUkWp0gNB1FJsdz3bG0MFWubizHHQZwx7giyLyt+hpjT7pPBctO9a4cx4B9CCmNp7PMALc4hx3l4hcehTnOBecimu4d9rjBPp1Xgpc5mTVp7icH5RSKRF5BJ35DaKD3s3ArSLSjC4ruMfZbiH6fZ2RiFyLLq1pQ9eEe9GZ26njXA18DPgXEekBNiqlvnWU59fm/H5SRMqX+4CWae04wzmHLymlvn2U+5+TTCBsHHexUAS7J4O9JI7laYH4AahYDJZFqT9ByT5EeksS34ohbPts/PIoxaErcQW82BV9lLYXsBrA9oTId41B7wS2y4KGCHmKBIdTlAYSuJfVkO4do5TKEWysxLPoyF86YhjGc/bz4sxfEd3deqJ8saxGuA4d6P4e3XUMujt5P4BS6g50t/OlPB8kjjptbD6KY92CruetR49cX4LOwP5RlFKjIvJNYMyprd19hNWPZzsngOnfllTpLMepP30TOlt9AEiiB+O9Fj2wbvp5ZID/EZHfOvu4RUTe6Rz33UfR3rnkVFzDs+kHvq+U2nCEdTajM79BdP3v4+jg8r3oMppBZ71DOOUM04lIC/BjdOnMr5RSWRH5KPC3U+sopR4CHhIRC30d/F5EdjsDTo9Y2+6cB8BKpdT0oL+8HWcDv0MPMv33l9jnnGdKI4zjrjSSwqoP89zl5emg1P0Umd/fTc+mn5I+eJji0G5s35nYD+8ie0c1+W1PUugZJv9MHEI+7G4/hbUxcvt6sao8gE0hmWEkVsS9uApXdZDigTEolvD2d1M4OEZmayd2roht2y9oz67h6eNBDOP05gyM+wK6yzPu/P7CSRgwB4BSagi4DV2HqNADj44YiDk1sPcCf34Uh7gX6EDXbH4I2KSU6ns5bUb/h+ZFZ/9OVjufBtY5daVTzgJ2lB1vv1LqzUqpBqXUYuAwuq506xGO60XXlwJcjc5I9ovIMDpLj4gMi8h7Ztn+lHMGxr3oGj6RA+aO4Gbgz0TkT0XEJyJuEWlzsrNTNqOv9/XoOt0i+ibv4zxfFgF6kN0CEflnEYmIiEdELhCRKDr77AKGnSD4THRZBqDri0XkOhGpVErZ6NfFRt8ggA50l812Ek5Jxy+Am0VkgbPPqIi8QUSanMcXO+39xGxBsIh4nd4HD+ASkYDzeE4yGWHjuPOsn0dpMIEdr6BwuBc75aJ0qEByaJBYcZy9T4eYX6gn0N5JcXiM4srFBFqiWLEI1qIUVmE5BW8cz7YhqAqQiMSJZKopxEo0pixKFhS8OVyJHL3ZSZr7fdjjB7GSLrKJPN62Giy/B1ej7hk8o3bOz95iGCfdDZve89Vb33L7z9HZwAMnKwgGEJEqdC3kYaVUp5PVullECsD3nLKBMHoqtXIfAR4WkduAz6C7wKe6+y9QSn0MQCllO6PkP4aequyaGdrgR9fTugCP80FdUkrlnOf/BviJUqrfyWB/Dl1j+9hRnOLxaufP0NnDT4rIl9A1wx9EB81T57Ea6ERng89Fz/zw+amBTU4wuw2dQfWhSzwuR2eOAT4KfKrsmBegZ8xYi85uz1kbNmz46saNG5+7hk9REIxSapuIXIV+r7+NvtE4hM74T3kKPahsZ9k0Y3ejS4M2l+1rQEReA3zZ2YcbPajxLUqpZ0VP6/djpxZ9Czpw/oCzuYW+Nm4VPdNJP/CPSqkHnee/CnzXqRdPTM1SMc27cYJzJ/iddI7z187zn0HXZH9DRL5Rtt0NSqn/dv7+Dvo6m5Iua9+cY03Pnp0IImIrNWvJi/EqU+wYhaJNoXsce2SCZKGPycF+anL9eKouxKrpZiC7iIZwGHxe3FUVlHomIOZnfL8itnoh7VsfZf6CJUSbWhnZd4j0Uqh7dBh3XQueaCWZ1CiBlmYKpQLZ796Of+2lpEIe/JaH6NvXYI+mcS+tmbF9hye7mB9tfdHy7YdGWbdQl1f07xmicXndCX2dDOOliAivhvlc5cXzCKfRH67/MFVmICKXo2sfz0NPGTWInvrrW+qF8wgvAj6N7mauQgdrW9Hz624pW68KXafbDYiTIStv0yFePE3YA8qZ/F9EfoEOxKPoMoLH0dNhPXWU53y82rkOnXFciy53+LJ64TzCnwL+Bl0f3AX8e/kUVyLyafSgrQb0oD8FfF0pdecs7b4UuO/VcN0ZxtEwgbBx3JW6x7GaY1DsJ/ugIuMfwT+2nOHsA9T2CJwzTnpbiNACi2zPML7mM/AsTFDcWWQyN0rI5SZjBYmuFvrv20pxsh9rVTM5q4jfG6WUzDNZ7KKhZT4VntWUCilcahJyBawLWnGXwHP+/BnbNprI4vFmiPkraB/azQL3IvLpAo91HOby6j6+N2Bz3dqL2Nk+yGvXV2IFK0/ui2cYZV4tgbBhGMZcZUojjOPOqg1RuK+D4mgXueIA8W3tVLx2AjscZqzCj+ehUYKxKvZ2x2kuzsPVPkTmkJt09ikK2XnkCjaV7jx2cwrL3UdwwXw8Ax7yuTDBqxZTuO1uYmcsJjxQQzK7k3CsGu/bV5C/q5Pc3kFCr5u1BIqJdJ6FkQriyRxJFWTAM8w9/aMkB3ezvRTGpkD30gkaWmNM3P0Dohe/AzudwV1bCYHYrPs1DMMwDOOVxwTCxnFV6pmglMrhOrOK/I+fJl3sJNS4hmwiRai0GE8oDYFGEjEX3p3dRK6qxR6vYqxhnNr2cxkJZchUZ0lULyC0pQ9ftglyk2THJ/ClAwxteoba6CL84UpSgynspYsg6aGwfQTrnGa8vXuxvLOPAV1YF2FgPE3UcjEykCAQG+PnHdt586EBtlWfxXXrPRx89l7aomvY4j6biT2TvK0hrzsUTSBsGAbg1PXONpDsDc7IfcMwXgFMaYRxXNiTWQqjSSYmJ4nmPGR+9wfctptMW4B0Uy/Bngp83ZXkg5WM79tOxapWSokwgWiUvsI43nXNNO5IkU6lsUMjWIUSwdo6GPCS9MQptlbgG/Xi6ThA+oJacr/5LbGLryA/WUMoFiETsAmWPLhWN0DYiztXwtVa+aJ2TuYmmUx62N73JL987PcECTA2soh8ysO8ujQLKlaztCpEZ8DNtectoDrswxrYyZPdOc5IxsEfZXzlWupjc3YArPEqYkojDMMwTiwzfZpxXFhRH66gj/CietI/+RGF5VGGcgPkuwep3B2jmKllwpNnvMqmcNESCsuqsIp5SqlRmkoBou0jpOMHcBdKZKsa8dTUQYdFwbYp+gt4ulMEgj6sujqqliwn+NZ3kolV41kcJNu1nUBlFjtdYGJ3D6X2Hlyt7hnbOZoZ4YGDO7j36bsY8/jo8x0gWzGMv6qRibEmenuHYd9u2nf3EPK6SeeK3NcfZSQV4/7KVfjOO49c38CLpmgzDMMwDOOVxwTCxnFRGttBae9u7PvvJzXSR/bh+3GNjOFvqySedDEwOUqva4CqRTY1PW5Sm7fhbbDADpMbGoME9Ec84HYTOJiiUHJB0EOu0oM/VUnW9sF4AauQJ3n3s0SqqqCiBntfmux55+CunE+SQ+R9+xgWm1z7GHZRzx0+OZAg7Xxdc0sugrvQSMg6k7ObLmbdxPm4Mss5LzCJVJfozyS4eyjLRaFefvp4F/e193P3nnGalxbY+UQ3/Xu7GH5kN9v2D3HomUdO5UtuGIZhGMbLZGqEjeNgN3a6BtgKYwWKZ7XgTtcTOqMbX38tWb+XGs8wE8kc/qcmKeTGqFi2BrerSD6VolhM4kpWUT88jFqdo3lvivzBcSJ/chmhnRaHKzPUFnykPWA31JPJ5bDb+0gtqSLQWkmkYwdc9gbCgSXQEMV12MJO5igF4vxqNMmb1zVjWbp32U6l8BYh+2yJ2uo8T5QWErVGmagOsOjAYdz5EInwBK49HVQXYzyagL+oG2SsvY0LqvOE6ldSe9nZVBT28ox/KU2pHP6Q+XpnwzAMw3glMhlh42WzS0ux+z1Y1a/Ff/Wb8S+7kmRFCfuZZYztexhvdoJ8dx/BhVXk++NkmtwkbR/Zbhf50Q6S8xYRbqmkr62FxYUJin4PuQkXEypJIZYhNubB70ljVw8RckeI9j1LKlXC8/RdWLv3YNnNZB88iGteDLYNMHnwMH29zzA2Ps5VlSFcbhe7e8cpFEt4Wls5b3k9q85cyIWXLMHvgUBVKyPZGrpqQ6y5YC21sQC7zr6eSLyXBn+Jm4ZDDHSluDcd4d5H9/LDOx/iQGEJsWSBBx7tpPvpl/uFVYZhGIZhnAomEDZeFrtkY7l8HO7tYWR/B8XJNL6DTxF9uoN87V6yTS1Y4RDxiX6iz2YYY4jURDWecDeh89rg3LNIVGQhMEFrLkTIvZpkTSWRtesZHh/EilRREQthZ0sE+mqZHO/Gu/JSXE8/QrK0Gs/56/Ces5z8khjZrbsZzHQRTnpoWHYGFaEQo4/8jkJ3N8ujFqVnn6XjzvuJ/vKnvHllNflIjLe3uFnXFmV1JMXgaJiD8Tj+iTDXnNNKezDIYU8tF8VijE8qVqnfsrzOzbsW2Ozcs4tfHBzmyiuW0rIsAD3bYGTfqX47DMMwDMM4BiYQNv5ofX199DylKPRNUH04h9t7iIktz+DqB7evAt/hLJUsoZjLEG09k9CyKlz1qyjks1S3riV1uJNofw6rOoi1MISVH8VqqCWUSuIdzdISq8Y1MEkmbDEZDFNwQ/9klOL+IcIXXEWoUIB8gdzew3geupdC1EVdrJXehW5KE/spDqaplDYylZXs7BzF9vvJXrQe1qwl4irhLxW5ZyDJeGaCBwejvOaSKOvtca69/lJ+dPcefPPX4fKNsXhwB4dyDay/+G1sv3Mbv8/Eee3YIK9Pleh6qgcCldCwBiqmf0mVYRiGYcxdInKj882Ppy1TI2z80ZqamiDmoZh0wYWtJPcNUBoepKrgZ6CxkvmhM/GWUlgNk/iHmhjryRDLWeSLHpI7DhBeMp/M8CTVh5KUnrEpXVBPqSeN68wzYOez5EarcZdyTIiX6LCXPitBLOwleTiFO1miwkrBSDeFg2DVthGsCJAeKVC/M4e1vIXU4BD5lhj2zzfjWrOU4a4B2lZFsMNBDkQaOGteBWcseSO7u+Ncs9LLLZvv44LeEfZu28/157Tym99t5W3FYazXvRu7/VdYP32C12eHeLRzLcWWOlbMn6C7roLElu8QuWDDqX47DMMwDGNWTsB7v1Lqxpexj5nm0A4D/6aU+ttp68aAncCCuTwNpAmEjWNm2wVKk12UnrLwrH4au/983J0jRAerCHlDFBbYBPsUheI4h8MpFuyrxeXKY/tK2JaXtL9EVTxKcccYA/4ikWQGO1SBvydIV/8IFVUlYmedS/bRrXjOWUikt59kdZbm+H6yHcJEnU0TFZQWhEmNepmsGcA9mqLG3cxYNke4VKKQyGPV+nBZULGylVx8lMrDY2wp9dO2pIbGrn1kuwr8Jujl7EANv/ntDlYND7Hotev5ySM7GZ5oZ7T5DDYdThJ/dBPzPV6KZ1/I79vvozNQTS49RnxzF96tO/F7grgq9lJobWVk6xPMv+RchlJFmiqDp/qtMowju9FaDLQB+7nRPniiDuN8AF8I5JxFI8DtwKeVUiVnndcC/xc4HwgAQ8CTwE1KqfvK9rUQ+Cfg9UC1s68ngK8A9cCPgGal1Mi0NlwMPIA+337g+8BaYAnwL0cKDkTk58BbgcuUUvcf5TmfCXwKeA0QAQaBh4EvAVcA/w9oVUoVpm33HuBmYJ5SKiEiVwBfBZYC3cCnlFI/KVt/FfB14GygCPwQ+HulVI5pROTrwEeA9yulvle2fB1wk/N6DANfUUr929Gc56m2cePG567hDRs2nLBr2NCUUh8CPjT12LnOnwZ+MMPq3wAUMKe7S01phHHMcvftZvjhXRTdWayat5Lqm8TlTRCaX0nyyT+QOvg04b4MrkyQSKKKTLUHShaxvmH82RxVeT9JO0t/pEgpncFO9DLmS8FIgXlZL9bEBMWMwr1UyPQN4kqPE0lMUFgdJLyyhmqPi2Q2z2SXDckinnwF3lgTu7LD1OV8hGorIZsjNK8Kb32UoUyRRCIN172Bi1+/FjvooeKsNfjPP5/6wHw2PztM9YU5rrzmfIohL9eeESDd24cvtJuq5sXYOT9vHOjD2xrgzOvWM3/BSkpLmmitgrVVYZovX0znwXFGduwk4hskt20rAe/M8xgbxpxxo/V3wOPAT4DHnccn0ueVUhGlVAR4A/C/gRsAROS9wO+AR4E1zjpr0EHt26d2ICIrgKcAH/A6IAasBO4ErgN+hQ6g3zfD8W8A7lZKdQC2c6wN6NdgVk7bQsdyoiJyKbAV6AHOA6LoQPUR4C3AbUAl8OZZ2vnfThC8EPgl8G/O+h8Dvici5znHiQF3owPsBucYlwNfnqVNlwN905bHgN8Dd6FvLP4MuFFErj2Wcz4VNm7c+IJr2Hl8QojI/SLyNRG5Q0QmROSwiGwoe/48Z50REekUkc+IiMd57qsi8v2yde8UkYyIBJ3H14hId9nzq0Tk1yIyICJxEXlIRGqc5/5KRHaLyKSI9IjITSISKtv2z5znJ0RkWETucZZ/G7gE+EcRSYhI/yznGRCRz4vIAREZE5EHnRul2XwYeFwp9cS0/bwJWM0M1+JcYzLCxjHzX95GcDDC008+wbmTKXyxWvbe3428cR3+hiayoRjWrkfw1Qk12TyThQIRlxeqWsn2tuOet5IwRUJDbmzLjcuzDE+/i0KoiKc+SqyqiczgJP6DcUrzw4zm88wfm4e9zcK1OIo7k8E+sI9wtJXeQIKwyyJYUcGyHovefDuNi11UD7aS2ZzCUx+l8tKFRIfrST+xg/hgH83X6f/fbdvmYqnnYqnnYdVKtq+DM90ZfJdcwW3ZfkKpeh4dHKYY8PDZaCVruke4ZMFqVuy8h67XN9PZ1MSqdA+f/5/DXLJkFft3jXPBpW0sbZgk4jH3mMYcpjPBnwBqypZ+ghutn5/IzPAUpVS7iDwEnCEiYXSg90Wl1OfL1pkAfur8TPkmsFMpVd41m0BnQX8IICLfQQe4X5tawQkirgXe4ew7g86iIiKZ2dopIi3AZ4GLgc5jOMVbgZ8opT5atmzUWT617x+hM2s/K1u2yjnWXzmL/hfwjFLqP53HvxaRX6GD5a3ARegg+zNKKRvoFJFvAN8UkY8754mIRIHvAO/iha8n6BuNorOPErDFeQ0/PMO6c4aTCX7RNbxx48afn8DM8PuBt6FLA64F7hCRzegbs3uADwA/B5qBTUAG+BywGfgvABFxoW9IutC9BXehezc2O883Ag8B30K/X2ngHJ7vTelD30wdAAR98xcHPukExLcDVyul7hWRALonBqXUh0RkOS9dGvFtoMlp2wD6WrtLRJYppeLlKzo3UX8O/PW05TVO+68Bao9wrDnBfFobf4QwqVKYc666jlJfK57aEG11Lor3dVAM1+N31+BeuI4SUMBN3ipSKOUoUMA/byUeC8DNiDdFFpucV39LmydTJDs6RmFrH4H9CQr9hwh3ZZk/WQv+PFbETWn3AK6DSaxgNalAnComCNp5rMEcuXicWMVCcgfmM4hFotrNZGKI7B+2kNnTT6BNaL7urQAkMnn2DySeO6OLltUxUhEjm5+gVLB5R+3lXFqTYJl7lMbCGDUhHwey7fxX393cVQedzyZYNz7Bv45X0Byx2Tr6AFSPMfm7J/nprhGSw6mT/q4YxjFo48WJEDe6TOCEE5HV6OzUQ+hgrgK44yW2CaIDiNtfYvf/ASwRkcvKlr0PnSn+zTG00UIHL59VSnUdw3ZLgWXM3FVc7hbgChEpf81vAB5TSu10Hq9Bl32UewJdwgD6M9xyfqZY6Az2srJlXwfunJ61KzvG9qkSlRmOMVedimv4TqXU/UqpklOeEgfWo29cfqGUulMpVVBKdQJfQAfOAA8CNc51fza6NOd24Ern+StxAmHgeqBLKfVPSqlJZ3+PKaUmAZRSP1NK7VdK2UqpPegymivK2pgHVohIrVIqo5S692hPzglg3wd8WCnV4xz7JnT50Rtn2OS9QBb48bTltwDfUUrtOtpjn0omI2z8URobG/UfFf3k93hwrajD7omTPDREJlSLy58hlh2gMNJL9bzlDHgzNOQDABTsAh481PYO4KmbT6mgywhS5CFl47UhTxFvfRt2FIqJPLk9HXgXLMCb8lMc6cSuacVneRgvWoS7BvA2xvAtbKFg5UkXPPjyJaqKJbIuP65YE6W+BPGhTnzuh0jGV1C1fDmL61wMDw8TDUTwRwKcu24F2381xPwde2kK52gYC3N3OIfH7qV55BwGc08yEfHQnp6Py72Lx4tnEvNN0jsvTt2hISZGC+yMrOCyZWupbI6dqrfGMI7GfqAwbVkRnWU6Uf5BRD6C/twJo7v8N/F86UPP1Ioi8m70B7wL8CmlAuhue3f5ejNRSvWKyCZ0tnWqtngD+oO5eAzt/UvAUkptPIZtQNcpcxTt3CYiTzlt+7iTzbse+Juy1WJA+7RN485y0OUdGXQpw+eAFnQNMOhMMSLyJ+i667NmaUrM2edsx5irTsU13DvtcQL9Oi8FLnPKAaa4nB+UUikReQSd+Q2ig97NwK0i0gwsR2eUARai62pn5JSs/D36RsDr/AyUHedqdAnNv4hID7BRKfWtozy/Nuf3kyJSvtyHvram+0vgu1M9D0773om+GXn3UR7zlDMZYePlaViGdUaKiYeHGdrViXtyAJ/VRbCuidBii8SCRRQiaYq5OLmxnuf/1/KCe1kdabJYVp6CBTnLZjJWwuUFr8cNQTc5S6/sWb0GK+Kn4Clg1zeSH91DvuTBawUptNYxWgVel5vKWD1Bj5dCABL0Yw1mybsLsKaRyg4otS8lN2QDcQ4OJfHlSkzs2Et/fz+lQoFVF68ju7+Tnh/eQ+Nkgg/UhxnvXUiwIk7W+hOWdJYohQ9QiMVIBvtJFoaY6AizK7QST2MvNU0DqA6dzCkUSzO/ZoZxqunyhy+gMz1x5/cXTnBZxBeVUpVO/W89uqv39+hMLejuZACUUncopSrRNbR+Z/EoOtB5br0juAV4m4jUO5nhJehM8VFxsrSfBv7iaLcpM+j8Ptp2vl9EfOiyjSK63nnKBDpbXq7SWY5Sagxdb30xOvD+NfBdZ71hEalCd3W/XymVnaUNRzzGXOWUP7zoGj5FA+b6ge871/fUT8y51qdsRmd+r0TXdT+ODi7fiy73mbpuDvHCbP5znFKdH6MHhjYrpSqAT1LWI6CUekgp9TZ0ScLfAF8p6x15qQ+lqbrhldPOJaSU+uK0tlwKrEBfw+WuRgf2/SIyjL7ZxalXnj7bxJxgAmHjZSmNFOj4xXZ6S4pifZRCo5ueQANZX57xAQsrcYjB0cNEhkY51BwiO3mInD1Ol38UK9JEvDbBxHw//VUjBIIlrPQeaPPB+iYSLSmSDGI1wehEB8nEBNnSJNnYKKn1wog/Q1A6KVR6CFWGGXP1MpEeI1cxiCdQoGSF6GtO0rn9P2CsnULpINnRDNnAEMNP74KnDjLkDuLODlFdXU32wQfZta+bqkvWMNS0iHTnYSYGBnln5yZqR3ayYuSXtEdLrLUmicY6qa54mkzNIfa07ORQaZSnJtLsTXbyWOERdnb3sfNw/FS/PYYxuxvtrwLnogdHnes8PimUUkPoAWOvQWe/xnmJDJJSKg3ci65JfCn3Ah3oms0PAZuUUsfyFZCXoGtPn3Q+wIed5ZtEZPoH//R27gP2HmU7f4jOtr3daef3yrNr6NH4Z0/b5ixgR9nxnlBKXa6UqlVKrUB3Vfc4bVgDzAN+V3Ye84F/F5Fflx1jnVO7OuMx5qoNGza84Bp2Hp8KNwN/JiJ/KiI+EXGLSJuTnZ2yGX29r0fX6RbRPRYf5/myCNCzmSwQkX8WkYiIeETkAqfOO4qO24aVUlnRMzZM1ZMjIo0icp2IVDo143H0wNCpnpB+ZgmyAZySjl8AN4vIAmefURF5g4g0TVv9w8BdSqnpNx4fRdcur3V+pm4m11JWDz+XmNII42WxYx4qFrThSbrIV1VRHB8nn0vgry4xXkpT29pEwa5m6NknqPP5yQUT5EbvptR2DZMDXaSX9zE5nKbBGyIdsanLnE+uOUe4RRHLJxi6o0SP+1nCRHFX1JE4Ywi7v4/wmI/e1hSp4SLZtJvQigHGO8J05A+zIJVjoi6Du1RB9mAvRTmLRL6SdNthmMxRPbKV1BnvotTXS+3QGMlUiiqvF9eKVTRRIn/nnbzpygso5nI0PvQkFe/5OAseu599rhClfR5s/1qW1A/yxEgvydxiPMEOcqERxmMjPJoMsLoAd+77AX+68kp0b65hzFE6A3zSM2hOpvJ64LBSqlNEPor+8C2gg8FeZxDd+dM2/QjwsIjcBnwG3fYAelDOBUqpjwEopWxnlPzH0Nnna2Zogx+dSXMBHmdgUcmZduwnPN9VPeUw+kN9+vKZ3AD81gk8/93ZtgL4U6BhalCg05V9G3pA1SJePD/rbcD/E5H3o2tKXw+8CV0rPXUe64Fn0WUCr0Nnsj/mvAaPobvayz2GHkg4VWv9M+Bf0YOtvoQOnj9I2RRZc5mTAT6l06Y5ZS5Xoa/Jb6PLFQ7xwmzpU0AKnf2dGkRyN/omaHPZvgZE5DXo2RYOocuBdgFvUUo9KyKfAn7s1MxvQQfOH3A2t9Dv261OL0M/8I9KqQed578KfFdE4kBCKTVTucO7cYJzJ/iddI7z3IA4Z0DfW9HX8/TXYgwYK1t3yFnePX3ducKybfuEH0REbKVmLXkxXgXST3ay8/H7aWzOErD8HOzL0pyoIFgdIteU4PCeHjzFEFYgTiAXpmXV64j3duAZ7sBXOUiwdj3u+pWM9ClSQ4OEl2Wwe0vE5p/PSMezhFIt7Azup94fIJDMUpuYz3hDP6m+JMHmIomeekJVRULuRoa8D5PLLSBVSBNRiq62dbS4C6SyFfQwzPoWD/0dk8y/6o0Md/ZRmxgheuFFuHcfovaK88lu2UIylyJTV8+kaxzPD+6mev58DqkH2G/5yOPi8XmLiY9V4q7bB+lqBucpgt4ciaIXfyRJhBjvXf4BXr/8taf6rTFewUSEuTwR/dGSF88jnEZ/uP6DUmq3s87l6NrH89DlEIPAduBb0+YRXoQO9q4EqtAlE1vRc99uKVuvCp0Z7QbEyZCVt+kQL57f9AGl1KWznIPNsc0jvAbdbX0pevDaEHoe4y8ppdrL1luBrgP+g1Lqihn2cwU6cC2fR/jHZc/fgi6r8AP7gM8ppe6cvp+y9Q8BN84wj/DNPD+P8JdfKfMIG8bLZQJh42UrdcYh5mN8cJTscB/pgw9Q0/B69qefJlHIUJk+zLCdpcq/ENweYpOKeGoBVetbCY0UccX2U/Cvo9AoHN76KN7+OMV5Ng2uKMVsOxX2cvr3PkSoeRGR5oWM7BulJttIITBEIpIkEy0QtiL0+wO0jsxjz+DjLLbnkatspcOXIOY5xGDOImvFiFZWszwQZDyTZMLtIVxVjSfYTSx2Jh5PhObmZti+nYPxPlpecymhOLjnVZHdto2e+55hcmc7/ReuJXnglyRzLla0LeHhaIGnvRlc2YP0eaqJZW2C1HO5nM31l77zFL87xivZqyUQNgzDmKtMaYTxsrkWVGLni8R2d2Cfcw4HbQ+R2gma2xuoruum22dRb0coVsTZ15slNVxJ9YoC2Z33Un91M6muKD3DQ8T7tlPhq6J5qcW8FcNs2RIlVl1Be2KYxmtW0r3HRXMySY9nkGFPmJ5SkTa/G18+yI5JD6s9AUo1YwSGF9HbkiWRGGY0n6YQ8ZLLWLjcQRo9NXSPxUlZeRoqkqTzAaLV65iIJ/AFoLu7m+a1a2lILSM6+Ax2/QVMDiawMgUWfvR6snvvZ+HBnST6YVdFjP5HSthn9vIBFvKzmgr8wxEyNUMs78oQqm8lnSsQ9Jl/ZoZhGIYxF5lPaOO4sLxu3BdfAsCyi/WX0DQsnwAOsKhzMR3DHSRLFgvbxrACCylVP84CuYTJfA5fw+Mkx2ux8g3MK4QYivWyT1VRXf80+VQzub4SOVeOwHgjxUCIYtAiVCixtK5Iutci7YlSSo3jqgiSjnaQiiynKeUlG+nHlYoSLFWR8lusq6skvGwxmdQkVQ11VNfU4XK56OvrIxB24a2dj9/vx+v1EggEoPo1WEDQbWGfew4urwdP22Vkg2uwvGcjVoEDA/fxhrEB5kW3sqvzSrJFL/ZkM29a/RYOu7pJFpcxnszTGJ4+zsAwjFcqEfkdekDdTFYey7zDhmGcWqY0wjgpent7aWioJJf7PsHguRw8GGB+xOKZh3/N+rf/H/Zu20ZLaZBCcyX9+w7RvNTP9nY3rZWV1Md+yZM7FlIZaqOUOUxyPMaod4KltW14/Rad6QHcVpDaosVYhU3NtkEGW5Zx5gVrybpsEqUsixYtglKR7t4+WlpmGh9wZP17hmhcXvfcY7uYx+p9gl2P5Uh07KWtZT8lfw1d8bVEFi8mUhOhYVkN8d4J6pbUHGHPhjE7UxphGIZxYplA2DjJChyxIyIxCOlRqFsO6Ppjq7WDiYlmfPksw8OjxNp7Ka2qYPSZQZrfeDXZxC7S+Qy53lpa1i3D5TrxswL2tQ/StLKe9HiGfKZArMoFvhClYgmX28xKaBwfJhA2DMM4sUwgbLyi2Ok8BDxY1gtjg0KhgMdjKn2MVxcTCBuGYZxYJnIwXlGsoHfG5SYINgzDMAzjWJk+XMMwDMMwDOO0ZAJhwzAMwzAM47RkAmHDMAzDMAzjtGQCYcMwDMMwDOO0ZAJhwzAMwzAM47RkAmHDMAzDMAzjtGQCYcMwDMMwDOO0ZAJhwzAMwzAM47R00r6FQERO1qEMwzAMwzAM4yWdlK9YNgzDMAzDMIy5xpRGGIZhGIZhGKclEwgbhmEYhmEYpyUTCBuGYRiGYRinJRMIG4ZhGIZhGKelkzZrhGH8sUTkfmC/Uuovpi1fCHQAlwDdzt8AZyqlnpm27nZgLfBppdRnpz13HvAo8JRS6pwZjn8IWOA8zAKHgP8CvqKUKolIALjF2f8qoEsp1fZHnaxhGIZhGCeNyQgbrzZdwAfLF4jIucBSYGSWbW5AB7JLRGTtLOv8K9AErAC+DXwR+DvnOTeQAzYCP3oZbTcMwzAM4yQygbDxavOfwHucLO2UDcCPgcT0lUWkAngHcKuzzg2z7DehlOpXSnUopb4B/AF4O4BSKqmUukEpdQtw8LidiWEYhmEYJ5QJhI1Xm/uAYeBaABGJAu8EvjPL+u8B9jilFN8D/lxEwkdxnDTgfdmtNQzDMAzjlDGBsPFqYwP/wfPlEX8OHFRKbZll/Q+iA2CUUluBXuBds+1cRFwicg1wFXDPcWqzYRiGYRingAmEjVej7wHni/5e7w8ySzbYGSS3ArijbPFtzFwe8WkRSQAZ4GfOejcevyYbhmEYhnGymVkjjFeCcaBihuWVzu9M+UKl1KCIbAJuQge6P5hlvzcAPmBAx8wAWIBLRNYqpXaUrXsTcDO6JKJPKVU69tMwDMMwDGMuMYGw8UqwB7hORNxKqWLZ8nOBIrCf54PiKbeiSxd+oJSKT99h2SC5vwIenPb0Tegg+S/Llo0qpfa/jHMwDMMwDGOOMYGw8UpwM/DXwHdF5JtAHB0Efwb4rlIqLiKV5Rsopf4gInXMMFOE4z1Aydk+Xf6EiPw38BUR+XulVPJoGigiK9HZ5UbAVzYNW7tSKnc0+zAMwzAM4+QyNcLGnKeU6gQuBKqAXwE7gX8Evgx8+AjbDSulMrM8/UHg19ODYMfPgCBHGDQ3g98C29GZ5PnO39uBecewD8MwDMMwTiLLtu1T3QbDMAzDMAzDOOlMRtgwDMMwDMM4LZlA2DAMwzAMwzgtmUDYMAzDMAzDOC2ZQNgwDMMwDMM4LZlA2DAMwzAMwzgtmUDYMAzDMAzDOC2ZQNgwDMMwDMM4LZlA2DAMwzAMwzgt/X/gMGYcI8zjgwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(covid_pbmcs, color='celltype')\n",
    "sc.pl.umap(covid_pbmcs, color='Status_on_day_collection_summary', palette='Set2')\n",
    "sc.pl.umap(covid_pbmcs, color='sample', palette='Set1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summarize patients by SEACell \n",
    "This yields compact, aggregated SEACell x gene anndatas for each patient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c784d5f06eae4eea8417b1aed03908bd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1174), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2492: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from SEACells.core import summarize_by_SEACell\n",
    "\n",
    "ad = summarize_by_SEACell(covid_pbmcs, SEACells_label='SEACell')\n",
    "ad.layers['raw'] = ad.X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Number of SEACells: 1174, Dimension of anndata: (1174, 24737)'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We now have a summarized matrix of dimension # SEACells x genes\n",
    "\n",
    "f'Number of SEACells: {covid_pbmcs.obs[\"SEACell\"].unique().shape[0]}, Dimension of anndata: {ad.shape}'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sample</th>\n",
       "      <th># Single Cells</th>\n",
       "      <th>Status_on_day_collection_summary</th>\n",
       "      <th>celltype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CGGACACTCTGCAGTA-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>84</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>NK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGCTTCAGTAAAGTCA-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>89</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>NK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CACATTTCAATCTGCA-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>99</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>CD14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGGACCTGTAAGGATT-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>54</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>B_cell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGACGTTAGTGACTCT-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>36</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>B_cell</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               sample  # Single Cells  \\\n",
       "CGGACACTCTGCAGTA-MH8919226  MH8919226              84   \n",
       "CGCTTCAGTAAAGTCA-MH8919226  MH8919226              89   \n",
       "CACATTTCAATCTGCA-MH8919226  MH8919226              99   \n",
       "GGGACCTGTAAGGATT-MH8919226  MH8919226              54   \n",
       "AGACGTTAGTGACTCT-MH8919226  MH8919226              36   \n",
       "\n",
       "                           Status_on_day_collection_summary celltype  \n",
       "CGGACACTCTGCAGTA-MH8919226                          Healthy       NK  \n",
       "CGCTTCAGTAAAGTCA-MH8919226                          Healthy       NK  \n",
       "CACATTTCAATCTGCA-MH8919226                          Healthy     CD14  \n",
       "GGGACCTGTAAGGATT-MH8919226                          Healthy   B_cell  \n",
       "AGACGTTAGTGACTCT-MH8919226                          Healthy   B_cell  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Annotate summarized anndata with .obs information from the original single cell data\n",
    "\n",
    "ad.obs['sample'] = covid_pbmcs.obs.loc[ad.obs_names, 'sample']\n",
    "ad.obs['# Single Cells'] = covid_pbmcs.obs.groupby('SEACell').count().iloc[:,0].loc[ad.obs_names]\n",
    "ad.obs['Status_on_day_collection_summary'] = covid_pbmcs.obs.loc[ad.obs_names, 'Status_on_day_collection_summary']\n",
    "ad.obs['celltype'] = covid_pbmcs.obs.loc[ad.obs_names, 'celltype']\n",
    "\n",
    "ad.obs.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2492: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n",
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py:1637: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_single_block(indexer, value, name)\n",
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2492: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "sc.pp.normalize_total(ad)\n",
    "sc.pp.log1p(ad)\n",
    "sc.pp.highly_variable_genes(ad, batch_key='sample', n_top_genes=2500, inplace=True)\n",
    "\n",
    "sc.tl.pca(ad, use_highly_variable=True)\n",
    "sc.pp.neighbors(ad, use_rep='X_pca')\n",
    "sc.tl.umap(ad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "sc.pl.umap(ad, color='celltype', s=100)\n",
    "sc.pl.umap(ad, color='Status_on_day_collection_summary', palette='Set2', s=100)\n",
    "sc.pl.umap(ad, color='sample', palette='Set1', s=100)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SEA2Cell Aggregation Across Patients"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Batch Correction "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-03-30 21:06:42,184 - harmonypy - INFO - Iteration 1 of 10\n",
      "2022-03-30 21:06:42,393 - harmonypy - INFO - Iteration 2 of 10\n",
      "2022-03-30 21:06:42,548 - harmonypy - INFO - Iteration 3 of 10\n",
      "2022-03-30 21:06:42,702 - harmonypy - INFO - Iteration 4 of 10\n",
      "2022-03-30 21:06:42,766 - harmonypy - INFO - Iteration 5 of 10\n",
      "2022-03-30 21:06:42,877 - harmonypy - INFO - Iteration 6 of 10\n",
      "2022-03-30 21:06:42,990 - harmonypy - INFO - Iteration 7 of 10\n",
      "2022-03-30 21:06:43,077 - harmonypy - INFO - Iteration 8 of 10\n",
      "2022-03-30 21:06:43,289 - harmonypy - INFO - Iteration 9 of 10\n",
      "2022-03-30 21:06:43,403 - harmonypy - INFO - Iteration 10 of 10\n",
      "2022-03-30 21:06:43,519 - harmonypy - INFO - Stopped before convergence\n"
     ]
    }
   ],
   "source": [
    "# Perform batch correction to account for differences between samples.\n",
    "sc.external.pp.harmony_integrate(ad, 'sample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(ad, use_rep='X_pca_harmony')\n",
    "sc.tl.umap(ad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "sc.pl.umap(ad, color='celltype', s=100)\n",
    "sc.pl.umap(ad, color='Status_on_day_collection_summary', palette='Set2', s=100)\n",
    "sc.pl.umap(ad, color='sample', palette='Set1', s=100)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute SEA2Cells\n",
    "\n",
    "We perform another round of SEACell aggregation in order to facilitate comparisons across patients. Since the datasets are already highly summarized and contain relatively few samples, we will search for 1 SEA2Cell for every 10 SEACells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building kernel...\n",
      "Computing kNN graph using scanpy NN ...\n",
      "Computing radius for adaptive bandwidth kernel...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "faca178fd6904f94a5dc463c6b50cd82",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1174), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Making graph symmetric...\n",
      "Computing RBF kernel...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "656eb014b00645eaacee01e5ff587f15",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1174), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Building similarity LIL matrix...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "444d2b425d814bedb4eab34aa1ff2ae4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1174), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Constructing CSR matrix...\n",
      "Building kernel on X_pca_harmony\n",
      "Computing diffusion components from X_pca_harmony for waypoint initialization ... \n",
      "Determing nearest neighbor graph...\n",
      "Done.\n",
      "Sampling waypoints ...\n",
      "Done.\n",
      "Selecting 163 cells from waypoint initialization.\n",
      "Initializing residual matrix using greedy column selection\n",
      "Initializing f and g...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "34be9928c0c943438bba7e42596b3389",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=81), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Selecting 71 cells from greedy initialization.\n",
      "Randomly initialized A matrix.\n",
      "Setting convergence threshold at 0.00032108956667764295\n",
      "Starting iteration 1.\n",
      "Completed iteration 1.\n",
      "Starting iteration 10.\n",
      "Completed iteration 10.\n",
      "Starting iteration 20.\n",
      "Completed iteration 20.\n",
      "Starting iteration 30.\n",
      "Completed iteration 30.\n",
      "Starting iteration 40.\n",
      "Completed iteration 40.\n",
      "Starting iteration 50.\n",
      "Completed iteration 50.\n",
      "Converged after 52 iterations.\n"
     ]
    }
   ],
   "source": [
    "from SEACells.core import SEACells\n",
    "\n",
    "model = SEACells(ad, \n",
    "                  build_kernel_on='X_pca_harmony', \n",
    "                  n_SEACells=ad.shape[0]//5, \n",
    "                  n_waypoint_eigs=10,\n",
    "                  convergence_epsilon = 1e-6)\n",
    "\n",
    "model.fit(n_iter=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sample</th>\n",
       "      <th># Single Cells</th>\n",
       "      <th>Status_on_day_collection_summary</th>\n",
       "      <th>celltype</th>\n",
       "      <th>SEACell</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CGGACACTCTGCAGTA-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>84</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>NK</td>\n",
       "      <td>BGCV01_TTCTTAGAGGTCGGAT-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CGCTTCAGTAAAGTCA-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>89</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>NK</td>\n",
       "      <td>CCATGTCCACCGCTAG-newcastle74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CACATTTCAATCTGCA-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>99</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>CD14</td>\n",
       "      <td>TGACAACCACTAAGTC-MH8919282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGGACCTGTAAGGATT-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>54</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>B_cell</td>\n",
       "      <td>AGATCTGCAAGTTCTG-MH9143277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGACGTTAGTGACTCT-MH8919226</th>\n",
       "      <td>MH8919226</td>\n",
       "      <td>36</td>\n",
       "      <td>Healthy</td>\n",
       "      <td>B_cell</td>\n",
       "      <td>ACTGAACCAGGATCGA-MH8919282</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               sample  # Single Cells  \\\n",
       "index                                                   \n",
       "CGGACACTCTGCAGTA-MH8919226  MH8919226              84   \n",
       "CGCTTCAGTAAAGTCA-MH8919226  MH8919226              89   \n",
       "CACATTTCAATCTGCA-MH8919226  MH8919226              99   \n",
       "GGGACCTGTAAGGATT-MH8919226  MH8919226              54   \n",
       "AGACGTTAGTGACTCT-MH8919226  MH8919226              36   \n",
       "\n",
       "                           Status_on_day_collection_summary celltype  \\\n",
       "index                                                                  \n",
       "CGGACACTCTGCAGTA-MH8919226                          Healthy       NK   \n",
       "CGCTTCAGTAAAGTCA-MH8919226                          Healthy       NK   \n",
       "CACATTTCAATCTGCA-MH8919226                          Healthy     CD14   \n",
       "GGGACCTGTAAGGATT-MH8919226                          Healthy   B_cell   \n",
       "AGACGTTAGTGACTCT-MH8919226                          Healthy   B_cell   \n",
       "\n",
       "                                                 SEACell  \n",
       "index                                                     \n",
       "CGGACACTCTGCAGTA-MH8919226     BGCV01_TTCTTAGAGGTCGGAT-1  \n",
       "CGCTTCAGTAAAGTCA-MH8919226  CCATGTCCACCGCTAG-newcastle74  \n",
       "CACATTTCAATCTGCA-MH8919226    TGACAACCACTAAGTC-MH8919282  \n",
       "GGGACCTGTAAGGATT-MH8919226    AGATCTGCAAGTTCTG-MH9143277  \n",
       "AGACGTTAGTGACTCT-MH8919226    ACTGAACCAGGATCGA-MH8919282  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad.obs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c4699ec63e404aa99287168e9cc41fed",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=234), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2492: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "SEA2Cell_ad = summarize_by_SEACell(ad, SEACells_label='SEACell')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th># Single Cells</th>\n",
       "      <th>celltype</th>\n",
       "      <th># Distinct Samples</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BGCV01_TTCTTAGAGGTCGGAT-1</th>\n",
       "      <td>520</td>\n",
       "      <td>NK</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCATGTCCACCGCTAG-newcastle74</th>\n",
       "      <td>415</td>\n",
       "      <td>NK</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGACAACCACTAAGTC-MH8919282</th>\n",
       "      <td>444</td>\n",
       "      <td>CD14</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGATCTGCAAGTTCTG-MH9143277</th>\n",
       "      <td>802</td>\n",
       "      <td>B_cell</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACTGAACCAGGATCGA-MH8919282</th>\n",
       "      <td>346</td>\n",
       "      <td>B_cell</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              # Single Cells celltype  # Distinct Samples\n",
       "BGCV01_TTCTTAGAGGTCGGAT-1                520       NK                   5\n",
       "CCATGTCCACCGCTAG-newcastle74             415       NK                   3\n",
       "TGACAACCACTAAGTC-MH8919282               444     CD14                   5\n",
       "AGATCTGCAAGTTCTG-MH9143277               802   B_cell                   7\n",
       "ACTGAACCAGGATCGA-MH8919282               346   B_cell                   5"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SEA2Cell_ad.obs['# Single Cells'] = ad.obs.groupby('SEACell').apply(lambda x: x['# Single Cells'].sum()).loc[SEA2Cell_ad.obs_names]\n",
    "SEA2Cell_ad.obs['celltype'] = ad.obs.groupby('SEACell').apply(lambda x: x['celltype'].mode().iloc[0]).loc[SEA2Cell_ad.obs_names]\n",
    "SEA2Cell_ad.obs['# Distinct Samples'] = ad.obs.groupby('SEACell').apply(lambda x: len(x['sample'].unique())).loc[SEA2Cell_ad.obs_names]\n",
    "\n",
    "\n",
    "SEA2Cell_ad.obs.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.normalize_total(SEA2Cell_ad)\n",
    "sc.pp.log1p(SEA2Cell_ad)\n",
    "sc.pp.highly_variable_genes(SEA2Cell_ad, n_top_genes=2500, inplace=True)\n",
    "\n",
    "sc.tl.pca(SEA2Cell_ad, use_highly_variable=True)\n",
    "sc.pp.neighbors(SEA2Cell_ad, use_rep='X_pca')\n",
    "sc.tl.umap(SEA2Cell_ad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'celltype' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "sc.pl.umap(SEA2Cell_ad, color='celltype', palette='Set1', s=150)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Differentially Expressed Genes per SEA2Cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['NK',\n",
       " 'CD14',\n",
       " 'B_cell',\n",
       " 'CD16',\n",
       " 'CD8',\n",
       " 'DCs',\n",
       " 'Platelets',\n",
       " 'CD4',\n",
       " 'MAIT',\n",
       " 'gdT',\n",
       " 'pDC',\n",
       " 'Treg',\n",
       " 'HSC',\n",
       " 'RBC',\n",
       " 'Lymph_prolif',\n",
       " 'Plasmablast']"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "celltypes = list(SEA2Cell_ad.obs['celltype'].unique())\n",
    "celltypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_differentially_expressed_genes(SEACell_ad, SEA2Cell_ad, celltype):\n",
    "    \"\"\"\n",
    "    @param: SEACell_ad - aggregated anndata containining .obs['SEACell'] assignments\n",
    "    @param: SEA2Cell_ad - (doubly) aggregated anndata obtaining after applying SEACells to the aforementioned SEACell_ad\n",
    "    @param: celltype - (str) defining which celltype to subset to.\"\"\"\n",
    "    \n",
    "    tmp_ad = SEA2Cell_ad[SEA2Cell_ad.obs_names[SEA2Cell_ad.obs['celltype']==celltype]]\n",
    "    SEA2Cells = tmp_ad.obs_names\n",
    "    print(f'Processing {celltype} containing {tmp_ad.shape[0]} SEA2Cells')\n",
    "    \n",
    "    ad = SEACell_ad[SEACell_ad.obs_names[SEACell_ad.obs['SEACell'].isin(SEA2Cells)]]\n",
    "    \n",
    "    counts = ad.obs.groupby('SEACell').count().iloc[:,0]\n",
    "    print(f'Removing {(counts<2).sum()} SEA2Cell(s) of insufficient size')\n",
    "    SEA2Cells = counts[counts>1].index\n",
    "    \n",
    "    ad = SEACell_ad[SEACell_ad.obs_names[SEACell_ad.obs['SEACell'].isin(SEA2Cells)]]\n",
    "    \n",
    "    sc.tl.rank_genes_groups(ad, groupby='SEACell', use_raw=False, n_genes=500)\n",
    "\n",
    "    names = pd.DataFrame(ad.uns['rank_genes_groups']['names'])\n",
    "    names.columns = pd.MultiIndex.from_product([names.columns, ['names']])\n",
    "    logFC = pd.DataFrame(ad.uns['rank_genes_groups']['logfoldchanges'])\n",
    "    logFC.columns = pd.MultiIndex.from_product([logFC.columns, ['logFC']])\n",
    "    pvals = pd.DataFrame(ad.uns['rank_genes_groups']['pvals'])\n",
    "    pvals.columns = pd.MultiIndex.from_product([pvals.columns, ['pvals']])\n",
    "\n",
    "    df = pd.concat([names, logFC, pvals], axis=1)\n",
    "\n",
    "    return df\n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2492: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n",
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2492: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n",
      "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n",
      "/Users/sitarapersad/opt/anaconda3/lib/python3.7/site-packages/anndata/_core/anndata.py:1208: ImplicitModificationWarning: Initializing view as actual.\n",
      "  \"Initializing view as actual.\", ImplicitModificationWarning\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "... storing 'SEACell' as categorical\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing CD4 containing 34 SEA2Cells\n",
      "Removing 1 SEA2Cell(s) of insufficient size\n"
     ]
    }
   ],
   "source": [
    "celltypes = ['CD4']\n",
    "\n",
    "for celltype in celltypes:   \n",
    "    df = get_differentially_expressed_genes(ad, SEA2Cell_ad, celltype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>AAACCTGAGACTTTCG-newcastle74</th>\n",
       "      <th>AACACGTAGGTGATAT-newcastle21</th>\n",
       "      <th>AACTGGTCAGTAACGG-MH8919282</th>\n",
       "      <th>AGGTCATCACGCGAAA-MH9143277</th>\n",
       "      <th>ATCTACTTCTTGTACT-MH8919282</th>\n",
       "      <th>BGCV06_CTAATGGGTTACGTCA-1</th>\n",
       "      <th>BGCV06_GTTTCTATCAGAGGTG-1</th>\n",
       "      <th>BGCV09_TGAGGGATCCAAGCCG-1</th>\n",
       "      <th>BGCV11_GCATGATGTCTTTCAT-1</th>\n",
       "      <th>BGCV12_CTCTGGTGTCGGGTCT-1</th>\n",
       "      <th>...</th>\n",
       "      <th>GCACATAGTCTGATCA-MH8919282</th>\n",
       "      <th>GGACATTAGAGAGCTC-newcastle21</th>\n",
       "      <th>S14_AAGTCTGGTGTGCGTC-1</th>\n",
       "      <th>S14_CAGAATCCAGTCCTTC-1</th>\n",
       "      <th>S14_TTATGCTAGCCAGTTT-1</th>\n",
       "      <th>TAGGCATCACTGAAGG-MH8919282</th>\n",
       "      <th>TAGTGGTCAAGTACCT-MH8919332</th>\n",
       "      <th>TCACGAATCAGTCCCT-MH8919332</th>\n",
       "      <th>TCGTACCGTTCCGGCA-newcastle004v2</th>\n",
       "      <th>TGCTACCGTAGTACCT-MH8919328</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>names</th>\n",
       "      <th>...</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UBL5</td>\n",
       "      <td>HSD11B1L</td>\n",
       "      <td>CRIP1</td>\n",
       "      <td>AC020916.1</td>\n",
       "      <td>PERP</td>\n",
       "      <td>SELP</td>\n",
       "      <td>RPL41</td>\n",
       "      <td>MTRNR2L12</td>\n",
       "      <td>NENF</td>\n",
       "      <td>RTP5</td>\n",
       "      <td>...</td>\n",
       "      <td>3.726212e-09</td>\n",
       "      <td>3.832994e-11</td>\n",
       "      <td>3.023058e-14</td>\n",
       "      <td>1.464674e-16</td>\n",
       "      <td>5.838909e-43</td>\n",
       "      <td>2.237653e-27</td>\n",
       "      <td>4.526806e-18</td>\n",
       "      <td>2.067718e-10</td>\n",
       "      <td>2.349263e-24</td>\n",
       "      <td>1.501368e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CCS</td>\n",
       "      <td>TRBV12-2</td>\n",
       "      <td>EVI2B</td>\n",
       "      <td>LGALS1</td>\n",
       "      <td>SNAI3</td>\n",
       "      <td>GAS2L1</td>\n",
       "      <td>MTRNR2L12</td>\n",
       "      <td>AC016831.6</td>\n",
       "      <td>CMPK1</td>\n",
       "      <td>LYAR</td>\n",
       "      <td>...</td>\n",
       "      <td>2.374137e-06</td>\n",
       "      <td>2.771775e-21</td>\n",
       "      <td>3.099532e-05</td>\n",
       "      <td>6.091794e-16</td>\n",
       "      <td>1.982766e-40</td>\n",
       "      <td>4.455021e-29</td>\n",
       "      <td>3.189823e-08</td>\n",
       "      <td>3.000378e-12</td>\n",
       "      <td>1.657138e-169</td>\n",
       "      <td>5.983901e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PPDPF</td>\n",
       "      <td>ZNF8</td>\n",
       "      <td>RPS10-NUDT3</td>\n",
       "      <td>ARPC4</td>\n",
       "      <td>AL627171.2</td>\n",
       "      <td>ITGA2B</td>\n",
       "      <td>CMPK1</td>\n",
       "      <td>KLF2</td>\n",
       "      <td>NFKB1</td>\n",
       "      <td>ADRB2</td>\n",
       "      <td>...</td>\n",
       "      <td>2.778837e-08</td>\n",
       "      <td>2.318445e-47</td>\n",
       "      <td>1.500260e-05</td>\n",
       "      <td>5.028129e-15</td>\n",
       "      <td>8.521990e-40</td>\n",
       "      <td>7.545856e-17</td>\n",
       "      <td>7.622544e-09</td>\n",
       "      <td>5.112827e-09</td>\n",
       "      <td>9.156308e-165</td>\n",
       "      <td>4.823851e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MT-ATP6</td>\n",
       "      <td>TRUB2</td>\n",
       "      <td>ANXA1</td>\n",
       "      <td>PLP2</td>\n",
       "      <td>ABCB1</td>\n",
       "      <td>SCN1B</td>\n",
       "      <td>PCBP2</td>\n",
       "      <td>RPL41</td>\n",
       "      <td>SRM</td>\n",
       "      <td>BHLHE40</td>\n",
       "      <td>...</td>\n",
       "      <td>3.576270e-07</td>\n",
       "      <td>4.655706e-09</td>\n",
       "      <td>2.254259e-05</td>\n",
       "      <td>2.343787e-06</td>\n",
       "      <td>4.142374e-13</td>\n",
       "      <td>9.356126e-60</td>\n",
       "      <td>1.231673e-09</td>\n",
       "      <td>2.108763e-06</td>\n",
       "      <td>2.703965e-30</td>\n",
       "      <td>6.198307e-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ELOB</td>\n",
       "      <td>C1orf50</td>\n",
       "      <td>TAGLN2</td>\n",
       "      <td>PHLDA1</td>\n",
       "      <td>MMP25</td>\n",
       "      <td>AL591167.1</td>\n",
       "      <td>CTU1</td>\n",
       "      <td>PCBP1</td>\n",
       "      <td>PTOV1</td>\n",
       "      <td>MTRNR2L12</td>\n",
       "      <td>...</td>\n",
       "      <td>2.292615e-07</td>\n",
       "      <td>3.353232e-36</td>\n",
       "      <td>4.216011e-05</td>\n",
       "      <td>1.332140e-20</td>\n",
       "      <td>5.842660e-37</td>\n",
       "      <td>5.998587e-18</td>\n",
       "      <td>1.949595e-07</td>\n",
       "      <td>5.928478e-06</td>\n",
       "      <td>2.865853e-28</td>\n",
       "      <td>4.019908e-09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 99 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  AAACCTGAGACTTTCG-newcastle74 AACACGTAGGTGATAT-newcastle21  \\\n",
       "                         names                        names   \n",
       "0                         UBL5                     HSD11B1L   \n",
       "1                          CCS                     TRBV12-2   \n",
       "2                        PPDPF                         ZNF8   \n",
       "3                      MT-ATP6                        TRUB2   \n",
       "4                         ELOB                      C1orf50   \n",
       "\n",
       "  AACTGGTCAGTAACGG-MH8919282 AGGTCATCACGCGAAA-MH9143277  \\\n",
       "                       names                      names   \n",
       "0                      CRIP1                 AC020916.1   \n",
       "1                      EVI2B                     LGALS1   \n",
       "2                RPS10-NUDT3                      ARPC4   \n",
       "3                      ANXA1                       PLP2   \n",
       "4                     TAGLN2                     PHLDA1   \n",
       "\n",
       "  ATCTACTTCTTGTACT-MH8919282 BGCV06_CTAATGGGTTACGTCA-1  \\\n",
       "                       names                     names   \n",
       "0                       PERP                      SELP   \n",
       "1                      SNAI3                    GAS2L1   \n",
       "2                 AL627171.2                    ITGA2B   \n",
       "3                      ABCB1                     SCN1B   \n",
       "4                      MMP25                AL591167.1   \n",
       "\n",
       "  BGCV06_GTTTCTATCAGAGGTG-1 BGCV09_TGAGGGATCCAAGCCG-1  \\\n",
       "                      names                     names   \n",
       "0                     RPL41                 MTRNR2L12   \n",
       "1                 MTRNR2L12                AC016831.6   \n",
       "2                     CMPK1                      KLF2   \n",
       "3                     PCBP2                     RPL41   \n",
       "4                      CTU1                     PCBP1   \n",
       "\n",
       "  BGCV11_GCATGATGTCTTTCAT-1 BGCV12_CTCTGGTGTCGGGTCT-1  ...  \\\n",
       "                      names                     names  ...   \n",
       "0                      NENF                      RTP5  ...   \n",
       "1                     CMPK1                      LYAR  ...   \n",
       "2                     NFKB1                     ADRB2  ...   \n",
       "3                       SRM                   BHLHE40  ...   \n",
       "4                     PTOV1                 MTRNR2L12  ...   \n",
       "\n",
       "  GCACATAGTCTGATCA-MH8919282 GGACATTAGAGAGCTC-newcastle21  \\\n",
       "                       pvals                        pvals   \n",
       "0               3.726212e-09                 3.832994e-11   \n",
       "1               2.374137e-06                 2.771775e-21   \n",
       "2               2.778837e-08                 2.318445e-47   \n",
       "3               3.576270e-07                 4.655706e-09   \n",
       "4               2.292615e-07                 3.353232e-36   \n",
       "\n",
       "  S14_AAGTCTGGTGTGCGTC-1 S14_CAGAATCCAGTCCTTC-1 S14_TTATGCTAGCCAGTTT-1  \\\n",
       "                   pvals                  pvals                  pvals   \n",
       "0           3.023058e-14           1.464674e-16           5.838909e-43   \n",
       "1           3.099532e-05           6.091794e-16           1.982766e-40   \n",
       "2           1.500260e-05           5.028129e-15           8.521990e-40   \n",
       "3           2.254259e-05           2.343787e-06           4.142374e-13   \n",
       "4           4.216011e-05           1.332140e-20           5.842660e-37   \n",
       "\n",
       "  TAGGCATCACTGAAGG-MH8919282 TAGTGGTCAAGTACCT-MH8919332  \\\n",
       "                       pvals                      pvals   \n",
       "0               2.237653e-27               4.526806e-18   \n",
       "1               4.455021e-29               3.189823e-08   \n",
       "2               7.545856e-17               7.622544e-09   \n",
       "3               9.356126e-60               1.231673e-09   \n",
       "4               5.998587e-18               1.949595e-07   \n",
       "\n",
       "  TCACGAATCAGTCCCT-MH8919332 TCGTACCGTTCCGGCA-newcastle004v2  \\\n",
       "                       pvals                           pvals   \n",
       "0               2.067718e-10                    2.349263e-24   \n",
       "1               3.000378e-12                   1.657138e-169   \n",
       "2               5.112827e-09                   9.156308e-165   \n",
       "3               2.108763e-06                    2.703965e-30   \n",
       "4               5.928478e-06                    2.865853e-28   \n",
       "\n",
       "  TGCTACCGTAGTACCT-MH8919328  \n",
       "                       pvals  \n",
       "0               1.501368e-09  \n",
       "1               5.983901e-10  \n",
       "2               4.823851e-09  \n",
       "3               6.198307e-11  \n",
       "4               4.019908e-09  \n",
       "\n",
       "[5 rows x 99 columns]"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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